diff --git a/README.md b/README.md
index ee8845067..9fd6fa237 100644
--- a/README.md
+++ b/README.md
@@ -12,8 +12,8 @@ fetch the companies in a GitHub Actions workflow that runs every day.
 
 API endpoint: https://yc-oss.github.io/api/meta.json
 
-- Last updated: November 8, 2024 at 12:48 AM
-- Companies: 4979
+- Last updated: November 9, 2024 at 12:46 AM
+- Companies: 4983
 - Batches: 42
 - Industries: 58
 - Tags: 330
@@ -41,7 +41,7 @@ API endpoint: https://yc-oss.github.io/api/meta.json
 | ----------- | ----- | ----------------------------------------------------- |
 | W24         | 251   | https://yc-oss.github.io/api/batches/w24.json         |
 | S24         | 253   | https://yc-oss.github.io/api/batches/s24.json         |
-| F24         | 57    | https://yc-oss.github.io/api/batches/f24.json         |
+| F24         | 61    | https://yc-oss.github.io/api/batches/f24.json         |
 | W23         | 275   | https://yc-oss.github.io/api/batches/w23.json         |
 | S23         | 220   | https://yc-oss.github.io/api/batches/s23.json         |
 | W22         | 401   | https://yc-oss.github.io/api/batches/w22.json         |
@@ -92,16 +92,16 @@ API endpoint: https://yc-oss.github.io/api/meta.json
 | Industry                        | Count | API endpoint                                                                |
 | ------------------------------- | ----- | --------------------------------------------------------------------------- |
 | Agriculture                     | 26    | https://yc-oss.github.io/api/industries/agriculture.json                    |
-| Analytics                       | 114   | https://yc-oss.github.io/api/industries/analytics.json                      |
+| Analytics                       | 115   | https://yc-oss.github.io/api/industries/analytics.json                      |
 | Apparel and Cosmetics           | 49    | https://yc-oss.github.io/api/industries/apparel-and-cosmetics.json          |
 | Asset Management                | 50    | https://yc-oss.github.io/api/industries/asset-management.json               |
 | Automotive                      | 21    | https://yc-oss.github.io/api/industries/automotive.json                     |
 | Aviation and Space              | 46    | https://yc-oss.github.io/api/industries/aviation-and-space.json             |
-| B2B                             | 2361  | https://yc-oss.github.io/api/industries/b2b.json                            |
+| B2B                             | 2362  | https://yc-oss.github.io/api/industries/b2b.json                            |
 | Banking and Exchange            | 72    | https://yc-oss.github.io/api/industries/banking-and-exchange.json           |
 | Climate                         | 52    | https://yc-oss.github.io/api/industries/climate.json                        |
 | Construction                    | 39    | https://yc-oss.github.io/api/industries/construction.json                   |
-| Consumer                        | 803   | https://yc-oss.github.io/api/industries/consumer.json                       |
+| Consumer                        | 805   | https://yc-oss.github.io/api/industries/consumer.json                       |
 | Consumer Electronics            | 37    | https://yc-oss.github.io/api/industries/consumer-electronics.json           |
 | Consumer Finance                | 77    | https://yc-oss.github.io/api/industries/consumer-finance.json               |
 | Consumer Health and Wellness    | 114   | https://yc-oss.github.io/api/industries/consumer-health-and-wellness.json   |
@@ -109,7 +109,7 @@ API endpoint: https://yc-oss.github.io/api/meta.json
 | Credit and Lending              | 72    | https://yc-oss.github.io/api/industries/credit-and-lending.json             |
 | Diagnostics                     | 54    | https://yc-oss.github.io/api/industries/diagnostics.json                    |
 | Drones                          | 18    | https://yc-oss.github.io/api/industries/drones.json                         |
-| Drug Discovery and Delivery     | 43    | https://yc-oss.github.io/api/industries/drug-discovery-and-delivery.json    |
+| Drug Discovery and Delivery     | 44    | https://yc-oss.github.io/api/industries/drug-discovery-and-delivery.json    |
 | Education                       | 190   | https://yc-oss.github.io/api/industries/education.json                      |
 | Energy                          | 33    | https://yc-oss.github.io/api/industries/energy.json                         |
 | Engineering, Product and Design | 494   | https://yc-oss.github.io/api/industries/engineering-product-and-design.json |
@@ -118,7 +118,7 @@ API endpoint: https://yc-oss.github.io/api/meta.json
 | Food and Beverage               | 96    | https://yc-oss.github.io/api/industries/food-and-beverage.json              |
 | Gaming                          | 68    | https://yc-oss.github.io/api/industries/gaming.json                         |
 | Government                      | 32    | https://yc-oss.github.io/api/industries/government.json                     |
-| Healthcare                      | 595   | https://yc-oss.github.io/api/industries/healthcare.json                     |
+| Healthcare                      | 596   | https://yc-oss.github.io/api/industries/healthcare.json                     |
 | Healthcare IT                   | 117   | https://yc-oss.github.io/api/industries/healthcare-it.json                  |
 | Healthcare Services             | 64    | https://yc-oss.github.io/api/industries/healthcare-services.json            |
 | Home and Personal               | 127   | https://yc-oss.github.io/api/industries/home-and-personal.json              |
@@ -165,17 +165,17 @@ API endpoint: https://yc-oss.github.io/api/meta.json
 | Advertising                                            | 30    | https://yc-oss.github.io/api/tags/advertising.json                                           |
 | Aerospace                                              | 24    | https://yc-oss.github.io/api/tags/aerospace.json                                             |
 | Agriculture                                            | 30    | https://yc-oss.github.io/api/tags/agriculture.json                                           |
-| AI                                                     | 464   | https://yc-oss.github.io/api/tags/ai.json                                                    |
-| AI Assistant                                           | 101   | https://yc-oss.github.io/api/tags/ai-assistant.json                                          |
+| AI                                                     | 461   | https://yc-oss.github.io/api/tags/ai.json                                                    |
+| AI Assistant                                           | 102   | https://yc-oss.github.io/api/tags/ai-assistant.json                                          |
 | AI-Enhanced Learning                                   | 34    | https://yc-oss.github.io/api/tags/ai-enhanced-learning.json                                  |
-| AI-powered Drug Discovery                              | 34    | https://yc-oss.github.io/api/tags/ai-powered-drug-discovery.json                             |
-| AIOps                                                  | 39    | https://yc-oss.github.io/api/tags/aiops.json                                                 |
+| AI-powered Drug Discovery                              | 35    | https://yc-oss.github.io/api/tags/ai-powered-drug-discovery.json                             |
+| AIOps                                                  | 38    | https://yc-oss.github.io/api/tags/aiops.json                                                 |
 | Air Taxis                                              | 5     | https://yc-oss.github.io/api/tags/air-taxis.json                                             |
 | Airlines                                               | 4     | https://yc-oss.github.io/api/tags/airlines.json                                              |
 | Airplanes                                              | 12    | https://yc-oss.github.io/api/tags/airplanes.json                                             |
 | Alternative Battery Tech                               | 2     | https://yc-oss.github.io/api/tags/alternative-battery-tech.json                              |
 | Alternative Fuels                                      | 1     | https://yc-oss.github.io/api/tags/alternative-fuels.json                                     |
-| Analytics                                              | 172   | https://yc-oss.github.io/api/tags/analytics.json                                             |
+| Analytics                                              | 173   | https://yc-oss.github.io/api/tags/analytics.json                                             |
 | Anti-Aging                                             | 7     | https://yc-oss.github.io/api/tags/anti-aging.json                                            |
 | API                                                    | 144   | https://yc-oss.github.io/api/tags/api.json                                                   |
 | APIs                                                   | 6     | https://yc-oss.github.io/api/tags/apis.json                                                  |
@@ -183,7 +183,7 @@ API endpoint: https://yc-oss.github.io/api/meta.json
 | AR                                                     | 4     | https://yc-oss.github.io/api/tags/ar.json                                                    |
 | Architecture                                           | 2     | https://yc-oss.github.io/api/tags/architecture.json                                          |
 | Art Trading Platforms                                  | 2     | https://yc-oss.github.io/api/tags/art-trading-platforms.json                                 |
-| Artificial Intelligence                                | 569   | https://yc-oss.github.io/api/tags/artificial-intelligence.json                               |
+| Artificial Intelligence                                | 576   | https://yc-oss.github.io/api/tags/artificial-intelligence.json                               |
 | Assistive Tech                                         | 7     | https://yc-oss.github.io/api/tags/assistive-tech.json                                        |
 | Augmented Reality                                      | 20    | https://yc-oss.github.io/api/tags/augmented-reality.json                                     |
 | Auto Commerce                                          | 6     | https://yc-oss.github.io/api/tags/auto-commerce.json                                         |
@@ -191,7 +191,7 @@ API endpoint: https://yc-oss.github.io/api/meta.json
 | Automotive                                             | 19    | https://yc-oss.github.io/api/tags/automotive.json                                            |
 | Autonomous Delivery                                    | 10    | https://yc-oss.github.io/api/tags/autonomous-delivery.json                                   |
 | Autonomous Trucking                                    | 12    | https://yc-oss.github.io/api/tags/autonomous-trucking.json                                   |
-| B2B                                                    | 963   | https://yc-oss.github.io/api/tags/b2b.json                                                   |
+| B2B                                                    | 964   | https://yc-oss.github.io/api/tags/b2b.json                                                   |
 | Banking as a Service                                   | 26    | https://yc-oss.github.io/api/tags/banking-as-a-service.json                                  |
 | Batteryless IoT Sensors                                | 1     | https://yc-oss.github.io/api/tags/batteryless-iot-sensors.json                               |
 | Beauty                                                 | 10    | https://yc-oss.github.io/api/tags/beauty.json                                                |
@@ -199,7 +199,7 @@ API endpoint: https://yc-oss.github.io/api/meta.json
 | Billing                                                | 5     | https://yc-oss.github.io/api/tags/billing.json                                               |
 | Biometrics                                             | 6     | https://yc-oss.github.io/api/tags/biometrics.json                                            |
 | Bioplastic                                             | 3     | https://yc-oss.github.io/api/tags/bioplastic.json                                            |
-| Biotech                                                | 122   | https://yc-oss.github.io/api/tags/biotech.json                                               |
+| Biotech                                                | 123   | https://yc-oss.github.io/api/tags/biotech.json                                               |
 | Biotechnology                                          | 10    | https://yc-oss.github.io/api/tags/biotechnology.json                                         |
 | Blockchain                                             | 2     | https://yc-oss.github.io/api/tags/blockchain.json                                            |
 | Booking                                                | 2     | https://yc-oss.github.io/api/tags/booking.json                                               |
@@ -230,7 +230,7 @@ API endpoint: https://yc-oss.github.io/api/meta.json
 | Computational Storage                                  | 2     | https://yc-oss.github.io/api/tags/computational-storage.json                                 |
 | Computer Vision                                        | 60    | https://yc-oss.github.io/api/tags/computer-vision.json                                       |
 | Construction                                           | 55    | https://yc-oss.github.io/api/tags/construction.json                                          |
-| Consumer                                               | 183   | https://yc-oss.github.io/api/tags/consumer.json                                              |
+| Consumer                                               | 184   | https://yc-oss.github.io/api/tags/consumer.json                                              |
 | Consumer Finance                                       | 19    | https://yc-oss.github.io/api/tags/consumer-finance.json                                      |
 | Consumer Health Services                               | 105   | https://yc-oss.github.io/api/tags/consumer-health-services.json                              |
 | Consumer Products                                      | 9     | https://yc-oss.github.io/api/tags/consumer-products.json                                     |
@@ -268,7 +268,7 @@ API endpoint: https://yc-oss.github.io/api/meta.json
 | Dental                                                 | 3     | https://yc-oss.github.io/api/tags/dental.json                                                |
 | Design                                                 | 18    | https://yc-oss.github.io/api/tags/design.json                                                |
 | Design Tools                                           | 56    | https://yc-oss.github.io/api/tags/design-tools.json                                          |
-| Developer Tools                                        | 474   | https://yc-oss.github.io/api/tags/developer-tools.json                                       |
+| Developer Tools                                        | 473   | https://yc-oss.github.io/api/tags/developer-tools.json                                       |
 | DevOps                                                 | 40    | https://yc-oss.github.io/api/tags/devops.json                                                |
 | DevSecOps                                              | 31    | https://yc-oss.github.io/api/tags/devsecops.json                                             |
 | Diagnostics                                            | 33    | https://yc-oss.github.io/api/tags/diagnostics.json                                           |
@@ -287,7 +287,7 @@ API endpoint: https://yc-oss.github.io/api/meta.json
 | Election Tech                                          | 2     | https://yc-oss.github.io/api/tags/election-tech.json                                         |
 | Electric Vehicles                                      | 25    | https://yc-oss.github.io/api/tags/electric-vehicles.json                                     |
 | Electronics                                            | 5     | https://yc-oss.github.io/api/tags/electronics.json                                           |
-| Email                                                  | 24    | https://yc-oss.github.io/api/tags/email.json                                                 |
+| Email                                                  | 25    | https://yc-oss.github.io/api/tags/email.json                                                 |
 | Emerging Markets                                       | 8     | https://yc-oss.github.io/api/tags/emerging-markets.json                                      |
 | Energy                                                 | 32    | https://yc-oss.github.io/api/tags/energy.json                                                |
 | Energy Storage                                         | 12    | https://yc-oss.github.io/api/tags/energy-storage.json                                        |
@@ -315,7 +315,7 @@ API endpoint: https://yc-oss.github.io/api/meta.json
 | Gaming                                                 | 82    | https://yc-oss.github.io/api/tags/gaming.json                                                |
 | Gardening                                              | 2     | https://yc-oss.github.io/api/tags/gardening.json                                             |
 | Gene Therapy                                           | 12    | https://yc-oss.github.io/api/tags/gene-therapy.json                                          |
-| Generative AI                                          | 246   | https://yc-oss.github.io/api/tags/generative-ai.json                                         |
+| Generative AI                                          | 247   | https://yc-oss.github.io/api/tags/generative-ai.json                                         |
 | Genetic Engineering                                    | 3     | https://yc-oss.github.io/api/tags/genetic-engineering.json                                   |
 | Genomics                                               | 29    | https://yc-oss.github.io/api/tags/genomics.json                                              |
 | Geographic Information System                          | 4     | https://yc-oss.github.io/api/tags/geographic-information-system.json                         |
@@ -332,7 +332,7 @@ API endpoint: https://yc-oss.github.io/api/meta.json
 | Healthcare IT                                          | 24    | https://yc-oss.github.io/api/tags/healthcare-it.json                                         |
 | Home Automation                                        | 3     | https://yc-oss.github.io/api/tags/home-automation.json                                       |
 | Home Services                                          | 5     | https://yc-oss.github.io/api/tags/home-services.json                                         |
-| Housing                                                | 19    | https://yc-oss.github.io/api/tags/housing.json                                               |
+| Housing                                                | 20    | https://yc-oss.github.io/api/tags/housing.json                                               |
 | HR Tech                                                | 67    | https://yc-oss.github.io/api/tags/hr-tech.json                                               |
 | Human Resources                                        | 21    | https://yc-oss.github.io/api/tags/human-resources.json                                       |
 | Hydrogen Energy                                        | 4     | https://yc-oss.github.io/api/tags/hydrogen-energy.json                                       |
@@ -364,7 +364,7 @@ API endpoint: https://yc-oss.github.io/api/meta.json
 | Machine Learning                                       | 218   | https://yc-oss.github.io/api/tags/machine-learning.json                                      |
 | Manufacturing                                          | 51    | https://yc-oss.github.io/api/tags/manufacturing.json                                         |
 | Maritime                                               | 2     | https://yc-oss.github.io/api/tags/maritime.json                                              |
-| Market Research                                        | 11    | https://yc-oss.github.io/api/tags/market-research.json                                       |
+| Market Research                                        | 12    | https://yc-oss.github.io/api/tags/market-research.json                                       |
 | Marketing                                              | 64    | https://yc-oss.github.io/api/tags/marketing.json                                             |
 | Marketplace                                            | 309   | https://yc-oss.github.io/api/tags/marketplace.json                                           |
 | Media                                                  | 41    | https://yc-oss.github.io/api/tags/media.json                                                 |
@@ -407,7 +407,7 @@ API endpoint: https://yc-oss.github.io/api/meta.json
 | Primary Care                                           | 9     | https://yc-oss.github.io/api/tags/primary-care.json                                          |
 | Privacy                                                | 16    | https://yc-oss.github.io/api/tags/privacy.json                                               |
 | Procurement                                            | 14    | https://yc-oss.github.io/api/tags/procurement.json                                           |
-| Productivity                                           | 141   | https://yc-oss.github.io/api/tags/productivity.json                                          |
+| Productivity                                           | 142   | https://yc-oss.github.io/api/tags/productivity.json                                          |
 | Proptech                                               | 85    | https://yc-oss.github.io/api/tags/proptech.json                                              |
 | Psychedelics                                           | 2     | https://yc-oss.github.io/api/tags/psychedelics.json                                          |
 | Quantum Computing                                      | 4     | https://yc-oss.github.io/api/tags/quantum-computing.json                                     |
@@ -424,7 +424,7 @@ API endpoint: https://yc-oss.github.io/api/meta.json
 | Renewable Energy                                       | 15    | https://yc-oss.github.io/api/tags/renewable-energy.json                                      |
 | Restaurant Tech                                        | 11    | https://yc-oss.github.io/api/tags/restaurant-tech.json                                       |
 | Retail                                                 | 47    | https://yc-oss.github.io/api/tags/retail.json                                                |
-| Retail Tech                                            | 17    | https://yc-oss.github.io/api/tags/retail-tech.json                                           |
+| Retail Tech                                            | 18    | https://yc-oss.github.io/api/tags/retail-tech.json                                           |
 | Reviews                                                | 3     | https://yc-oss.github.io/api/tags/reviews.json                                               |
 | Ridesharing                                            | 3     | https://yc-oss.github.io/api/tags/ridesharing.json                                           |
 | Robotic Process Automation                             | 22    | https://yc-oss.github.io/api/tags/robotic-process-automation.json                            |
@@ -471,7 +471,7 @@ API endpoint: https://yc-oss.github.io/api/meta.json
 | Telecommunications                                     | 21    | https://yc-oss.github.io/api/tags/telecommunications.json                                    |
 | Telehealth                                             | 24    | https://yc-oss.github.io/api/tags/telehealth.json                                            |
 | Telemedicine                                           | 29    | https://yc-oss.github.io/api/tags/telemedicine.json                                          |
-| Therapeutics                                           | 43    | https://yc-oss.github.io/api/tags/therapeutics.json                                          |
+| Therapeutics                                           | 44    | https://yc-oss.github.io/api/tags/therapeutics.json                                          |
 | Ticketing                                              | 4     | https://yc-oss.github.io/api/tags/ticketing.json                                             |
 | Time Series                                            | 4     | https://yc-oss.github.io/api/tags/time-series.json                                           |
 | Trading                                                | 4     | https://yc-oss.github.io/api/tags/trading.json                                               |
diff --git a/batches/f24.json b/batches/f24.json
index 7571eff6d..947da99c4 100644
--- a/batches/f24.json
+++ b/batches/f24.json
@@ -43,6 +43,53 @@
     "url": "https://www.ycombinator.com/companies/andoria",
     "api": "https://yc-oss.github.io/api/batches/f24/andoria.json"
   },
+  {
+    "id": 30017,
+    "name": "Riveter AI",
+    "slug": "riveter-ai",
+    "former_names": [
+      "Nervy",
+      "Haze AI",
+      "Lassen AI"
+    ],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/2451f6aef035ff59e0e614d0f60b6f728d45713a.png",
+    "website": "https://www.riveterhq.com/",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Riveter is the copilot for corporate strategy. We help growth stage companies like Gusto accelerate strategic decision making, using deep market research and analysis. \r\n\r\nRiveter's analysis includes extraction and segmentation of data from 10-Ks, Investor Day decks, and other official sources. We go beyond Capital IQ to extract and calculate key company-specific metrics like gross margins, CAC, CAC payback period, ACV, customer counts, and more.\r\n\r\nDive deeper into company documents and Riveter data with Peter, our AI Analyst.",
+    "one_liner": "The copilot for corporate strategy",
+    "team_size": 2,
+    "industry": "B2B",
+    "subindustry": "B2B",
+    "launched_at": 1731038423,
+    "tags": [
+      "Artificial Intelligence",
+      "B2B",
+      "Analytics",
+      "Market Research",
+      "AI"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "B2B",
+      "Analytics"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/riveter-ai",
+    "api": "https://yc-oss.github.io/api/batches/f24/riveter-ai.json"
+  },
   {
     "id": 30018,
     "name": "Galini",
@@ -290,6 +337,46 @@
     "url": "https://www.ycombinator.com/companies/gait",
     "api": "https://yc-oss.github.io/api/batches/f24/gait.json"
   },
+  {
+    "id": 30030,
+    "name": "Encore",
+    "slug": "encore",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/3d010cda5e1d2ce7d7599631a5d9044149bb440e.png",
+    "website": "https://www.shopencore.ai/",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Encore is building the Perplexity for online shopping, with an initial emphasis on resale. We make it easy to find and manage unique treasures from across the internet. With our conversational search engine, you can seamlessly browse and refine your search across hundreds of resale platforms like Depop, eBay, Grailed, Poshmark, and more. Get inspired, follow product influencers, read unbiased reviews, receive styling tips, learn about trends, and even find items inspired by TV shows, movies, or social media—all in one place.",
+    "one_liner": "Perplexity for online shopping",
+    "team_size": 2,
+    "industry": "Consumer",
+    "subindustry": "Consumer",
+    "launched_at": 1731102747,
+    "tags": [
+      "Artificial Intelligence",
+      "Consumer",
+      "Retail Tech"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Consumer"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/encore",
+    "api": "https://yc-oss.github.io/api/batches/f24/encore.json"
+  },
   {
     "id": 30031,
     "name": "Getcho",
@@ -829,6 +916,48 @@
     "url": "https://www.ycombinator.com/companies/astrix-health",
     "api": "https://yc-oss.github.io/api/batches/f24/astrix-health.json"
   },
+  {
+    "id": 30049,
+    "name": "Reticular",
+    "slug": "reticular",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/ba610e03d29aed213ec8a5a30c0b4380b28f63d4.png",
+    "website": "https://reticular.ai",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Reticular helps pharma companies discover drugs with AI models like AlphaFold by making them steerable, just like you can prompt LLMs. Today, limited validation data means companies spend millions on failed experiments trying to steer these models through trial and error. We’re piloting our AI interpretability technology with early-stage biotechs and scaling rapidly. Just a week after our pivot, we identified the first interpretable features ever found in protein models, allowing precise control over biological functions.\r\n\r\nNithin and John met competing in Biology Olympiads before spending 4 years as roommates at MIT publishing ML/bio research in NeurIPS and Nature. We believe biological models encode far more information than anyone is currently using - our goal is to unlock this potential.",
+    "one_liner": "Steerable and interpretable AI for protein design",
+    "team_size": 2,
+    "industry": "Healthcare",
+    "subindustry": "Healthcare -> Healthcare IT",
+    "launched_at": 1731023720,
+    "tags": [
+      "AI-powered Drug Discovery",
+      "Generative AI",
+      "Biotech",
+      "Therapeutics"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Healthcare",
+      "Drug Discovery and Delivery"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/reticular",
+    "api": "https://yc-oss.github.io/api/batches/f24/reticular.json"
+  },
   {
     "id": 30050,
     "name": "Circlemind",
@@ -1338,14 +1467,13 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/7f1f18d8b47e8fea70cee789ba9bf7d88a9f5e2b.png",
     "website": "https://vly.ai",
     "all_locations": "San Francisco, CA, USA",
-    "long_description": "vly.ai makes your entire team technical. we build your web apps live, blending expert insights with automation to deliver faster growth, better performance, and updates at 5x less the cost.",
+    "long_description": "vly.ai makes your entire team technical. we're automating web development by blending expert insights with our models to deliver faster growth, better performance, and updates at 10x less the cost.",
     "one_liner": "The easiest way to build custom full-stack software without code",
     "team_size": 3,
     "industry": "B2B",
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1730684290,
     "tags": [
-      "AIOps",
       "Artificial Intelligence",
       "SaaS",
       "Enterprise Software",
@@ -1999,7 +2127,7 @@
     "name": "Fix AI",
     "slug": "fix-ai",
     "former_names": [],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/9881c8a31f6509e8b2a788b045dfbb1cee15e976.png",
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/d311ca85e929dc8b5d194b696d6bb373eee2633a.png",
     "website": "https://tryfix.ai",
     "all_locations": "San Francisco, CA, USA",
     "long_description": "Fix AI automates frontend QA testing using AI agents that simulate real users on websites. With simple natural language prompts, e.g. \"make sure the onboarding flow works\", our agents walk through flows and visually interact with the site to ensure critical bugs never reach users.",
@@ -2080,6 +2208,47 @@
     "url": "https://www.ycombinator.com/companies/ryvn",
     "api": "https://yc-oss.github.io/api/batches/f24/ryvn.json"
   },
+  {
+    "id": 30116,
+    "name": "Friday",
+    "slug": "friday",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/0790f4893f5452625413189631f2bb5967a2f0f4.png",
+    "website": "https://www.fridaymail.ai",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Email sucks. It takes forever to go through, and hiring an assistant is costly and invasive. Friday is building the assistant that learns how to predict the action that you will take on your emails, and does it for you.\r\n\r\nToday's email products try to help you go through your emails a little faster, but if you have to get through 1000 emails, those products doesn't do much for you. \r\n\r\nThe reality is, most of the emails you get don't require you to personally look at them. Friday completely eliminates the need to check those emails, and handles them all at once for you, immediately. \r\n\r\nFriday is here to file away spam, sift through newsletters for important tidbits, text you important notifications, and reply to mundane emails, so that no matter how many thousands of emails are in your inbox, you'll just be left with the few emails that actually require your personal touch.\r\n\r\nGetting this right is difficult, so everyone else settles with trying to help you go through your email twice as fast. If you want to go 100x as fast, you shouldn't spend even a second on useless emails. \r\n\r\nFriday gets this right, bringing the elite experience of having a professional assistant to the entire world.",
+    "one_liner": "An assistant that understands your emails and handles them for you",
+    "team_size": 2,
+    "industry": "Consumer",
+    "subindustry": "B2B -> Productivity",
+    "launched_at": 1731106672,
+    "tags": [
+      "Artificial Intelligence",
+      "Productivity",
+      "Email",
+      "AI Assistant"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Consumer"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/friday",
+    "api": "https://yc-oss.github.io/api/batches/f24/friday.json"
+  },
   {
     "id": 30117,
     "name": "Relvy AI",
diff --git a/batches/f24/encore.json b/batches/f24/encore.json
new file mode 100644
index 000000000..9b871f904
--- /dev/null
+++ b/batches/f24/encore.json
@@ -0,0 +1,40 @@
+{
+  "id": 30030,
+  "name": "Encore",
+  "slug": "encore",
+  "former_names": [],
+  "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/3d010cda5e1d2ce7d7599631a5d9044149bb440e.png",
+  "website": "https://www.shopencore.ai/",
+  "all_locations": "San Francisco, CA, USA",
+  "long_description": "Encore is building the Perplexity for online shopping, with an initial emphasis on resale. We make it easy to find and manage unique treasures from across the internet. With our conversational search engine, you can seamlessly browse and refine your search across hundreds of resale platforms like Depop, eBay, Grailed, Poshmark, and more. Get inspired, follow product influencers, read unbiased reviews, receive styling tips, learn about trends, and even find items inspired by TV shows, movies, or social media—all in one place.",
+  "one_liner": "Perplexity for online shopping",
+  "team_size": 2,
+  "industry": "Consumer",
+  "subindustry": "Consumer",
+  "launched_at": 1731102747,
+  "tags": [
+    "Artificial Intelligence",
+    "Consumer",
+    "Retail Tech"
+  ],
+  "tags_highlighted": [],
+  "top_company": false,
+  "isHiring": false,
+  "nonprofit": false,
+  "batch": "F24",
+  "status": "Active",
+  "industries": [
+    "Consumer"
+  ],
+  "regions": [
+    "United States of America",
+    "America / Canada"
+  ],
+  "stage": "Early",
+  "app_video_public": false,
+  "demo_day_video_public": false,
+  "app_answers": null,
+  "question_answers": false,
+  "url": "https://www.ycombinator.com/companies/encore",
+  "api": "https://yc-oss.github.io/api/batches/f24/encore.json"
+}
diff --git a/batches/f24/fix-ai.json b/batches/f24/fix-ai.json
index bc8763d3b..861e94a54 100644
--- a/batches/f24/fix-ai.json
+++ b/batches/f24/fix-ai.json
@@ -3,7 +3,7 @@
   "name": "Fix AI",
   "slug": "fix-ai",
   "former_names": [],
-  "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/9881c8a31f6509e8b2a788b045dfbb1cee15e976.png",
+  "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/d311ca85e929dc8b5d194b696d6bb373eee2633a.png",
   "website": "https://tryfix.ai",
   "all_locations": "San Francisco, CA, USA",
   "long_description": "Fix AI automates frontend QA testing using AI agents that simulate real users on websites. With simple natural language prompts, e.g. \"make sure the onboarding flow works\", our agents walk through flows and visually interact with the site to ensure critical bugs never reach users.",
diff --git a/batches/f24/friday.json b/batches/f24/friday.json
new file mode 100644
index 000000000..6e2cf17bd
--- /dev/null
+++ b/batches/f24/friday.json
@@ -0,0 +1,41 @@
+{
+  "id": 30116,
+  "name": "Friday",
+  "slug": "friday",
+  "former_names": [],
+  "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/0790f4893f5452625413189631f2bb5967a2f0f4.png",
+  "website": "https://www.fridaymail.ai",
+  "all_locations": "San Francisco, CA, USA",
+  "long_description": "Email sucks. It takes forever to go through, and hiring an assistant is costly and invasive. Friday is building the assistant that learns how to predict the action that you will take on your emails, and does it for you.\r\n\r\nToday's email products try to help you go through your emails a little faster, but if you have to get through 1000 emails, those products doesn't do much for you. \r\n\r\nThe reality is, most of the emails you get don't require you to personally look at them. Friday completely eliminates the need to check those emails, and handles them all at once for you, immediately. \r\n\r\nFriday is here to file away spam, sift through newsletters for important tidbits, text you important notifications, and reply to mundane emails, so that no matter how many thousands of emails are in your inbox, you'll just be left with the few emails that actually require your personal touch.\r\n\r\nGetting this right is difficult, so everyone else settles with trying to help you go through your email twice as fast. If you want to go 100x as fast, you shouldn't spend even a second on useless emails. \r\n\r\nFriday gets this right, bringing the elite experience of having a professional assistant to the entire world.",
+  "one_liner": "An assistant that understands your emails and handles them for you",
+  "team_size": 2,
+  "industry": "Consumer",
+  "subindustry": "B2B -> Productivity",
+  "launched_at": 1731106672,
+  "tags": [
+    "Artificial Intelligence",
+    "Productivity",
+    "Email",
+    "AI Assistant"
+  ],
+  "tags_highlighted": [],
+  "top_company": false,
+  "isHiring": false,
+  "nonprofit": false,
+  "batch": "F24",
+  "status": "Active",
+  "industries": [
+    "Consumer"
+  ],
+  "regions": [
+    "United States of America",
+    "America / Canada"
+  ],
+  "stage": "Early",
+  "app_video_public": false,
+  "demo_day_video_public": false,
+  "app_answers": null,
+  "question_answers": false,
+  "url": "https://www.ycombinator.com/companies/friday",
+  "api": "https://yc-oss.github.io/api/batches/f24/friday.json"
+}
diff --git a/batches/f24/reticular.json b/batches/f24/reticular.json
new file mode 100644
index 000000000..f13499633
--- /dev/null
+++ b/batches/f24/reticular.json
@@ -0,0 +1,42 @@
+{
+  "id": 30049,
+  "name": "Reticular",
+  "slug": "reticular",
+  "former_names": [],
+  "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/ba610e03d29aed213ec8a5a30c0b4380b28f63d4.png",
+  "website": "https://reticular.ai",
+  "all_locations": "San Francisco, CA, USA",
+  "long_description": "Reticular helps pharma companies discover drugs with AI models like AlphaFold by making them steerable, just like you can prompt LLMs. Today, limited validation data means companies spend millions on failed experiments trying to steer these models through trial and error. We’re piloting our AI interpretability technology with early-stage biotechs and scaling rapidly. Just a week after our pivot, we identified the first interpretable features ever found in protein models, allowing precise control over biological functions.\r\n\r\nNithin and John met competing in Biology Olympiads before spending 4 years as roommates at MIT publishing ML/bio research in NeurIPS and Nature. We believe biological models encode far more information than anyone is currently using - our goal is to unlock this potential.",
+  "one_liner": "Steerable and interpretable AI for protein design",
+  "team_size": 2,
+  "industry": "Healthcare",
+  "subindustry": "Healthcare -> Healthcare IT",
+  "launched_at": 1731023720,
+  "tags": [
+    "AI-powered Drug Discovery",
+    "Generative AI",
+    "Biotech",
+    "Therapeutics"
+  ],
+  "tags_highlighted": [],
+  "top_company": false,
+  "isHiring": false,
+  "nonprofit": false,
+  "batch": "F24",
+  "status": "Active",
+  "industries": [
+    "Healthcare",
+    "Drug Discovery and Delivery"
+  ],
+  "regions": [
+    "United States of America",
+    "America / Canada"
+  ],
+  "stage": "Early",
+  "app_video_public": false,
+  "demo_day_video_public": false,
+  "app_answers": null,
+  "question_answers": false,
+  "url": "https://www.ycombinator.com/companies/reticular",
+  "api": "https://yc-oss.github.io/api/batches/f24/reticular.json"
+}
diff --git a/batches/f24/riveter-ai.json b/batches/f24/riveter-ai.json
new file mode 100644
index 000000000..47ad448cf
--- /dev/null
+++ b/batches/f24/riveter-ai.json
@@ -0,0 +1,47 @@
+{
+  "id": 30017,
+  "name": "Riveter AI",
+  "slug": "riveter-ai",
+  "former_names": [
+    "Nervy",
+    "Haze AI",
+    "Lassen AI"
+  ],
+  "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/2451f6aef035ff59e0e614d0f60b6f728d45713a.png",
+  "website": "https://www.riveterhq.com/",
+  "all_locations": "San Francisco, CA, USA",
+  "long_description": "Riveter is the copilot for corporate strategy. We help growth stage companies like Gusto accelerate strategic decision making, using deep market research and analysis. \r\n\r\nRiveter's analysis includes extraction and segmentation of data from 10-Ks, Investor Day decks, and other official sources. We go beyond Capital IQ to extract and calculate key company-specific metrics like gross margins, CAC, CAC payback period, ACV, customer counts, and more.\r\n\r\nDive deeper into company documents and Riveter data with Peter, our AI Analyst.",
+  "one_liner": "The copilot for corporate strategy",
+  "team_size": 2,
+  "industry": "B2B",
+  "subindustry": "B2B",
+  "launched_at": 1731038423,
+  "tags": [
+    "Artificial Intelligence",
+    "B2B",
+    "Analytics",
+    "Market Research",
+    "AI"
+  ],
+  "tags_highlighted": [],
+  "top_company": false,
+  "isHiring": false,
+  "nonprofit": false,
+  "batch": "F24",
+  "status": "Active",
+  "industries": [
+    "B2B",
+    "Analytics"
+  ],
+  "regions": [
+    "United States of America",
+    "America / Canada"
+  ],
+  "stage": "Early",
+  "app_video_public": false,
+  "demo_day_video_public": false,
+  "app_answers": null,
+  "question_answers": false,
+  "url": "https://www.ycombinator.com/companies/riveter-ai",
+  "api": "https://yc-oss.github.io/api/batches/f24/riveter-ai.json"
+}
diff --git a/batches/f24/vly-ai-2.json b/batches/f24/vly-ai-2.json
index af66f94fd..9bd49683d 100644
--- a/batches/f24/vly-ai-2.json
+++ b/batches/f24/vly-ai-2.json
@@ -6,14 +6,13 @@
   "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/7f1f18d8b47e8fea70cee789ba9bf7d88a9f5e2b.png",
   "website": "https://vly.ai",
   "all_locations": "San Francisco, CA, USA",
-  "long_description": "vly.ai makes your entire team technical. we build your web apps live, blending expert insights with automation to deliver faster growth, better performance, and updates at 5x less the cost.",
+  "long_description": "vly.ai makes your entire team technical. we're automating web development by blending expert insights with our models to deliver faster growth, better performance, and updates at 10x less the cost.",
   "one_liner": "The easiest way to build custom full-stack software without code",
   "team_size": 3,
   "industry": "B2B",
   "subindustry": "B2B -> Engineering, Product and Design",
   "launched_at": 1730684290,
   "tags": [
-    "AIOps",
     "Artificial Intelligence",
     "SaaS",
     "Enterprise Software",
diff --git a/batches/s20.json b/batches/s20.json
index 66a4400a6..fd5a7dbc1 100644
--- a/batches/s20.json
+++ b/batches/s20.json
@@ -5977,7 +5977,7 @@
     "all_locations": "New York, NY, USA",
     "long_description": "Skio ($10M+ ARR in 3 years, profitable) is subscription management software for brands on Shopify. Customers include Liquid I.V., Milk Bar, Polaroid, Barstool, Unilever, KraveBeauty, Boba Tea Protein, & Siete.",
     "one_liner": "Subscriptions for Shopify",
-    "team_size": 46,
+    "team_size": 42,
     "industry": "B2B",
     "subindustry": "B2B -> Marketing",
     "launched_at": 1594268849,
diff --git a/batches/s20/skio.json b/batches/s20/skio.json
index 7843e9542..96f4956c2 100644
--- a/batches/s20/skio.json
+++ b/batches/s20/skio.json
@@ -14,7 +14,7 @@
   "all_locations": "New York, NY, USA",
   "long_description": "Skio ($10M+ ARR in 3 years, profitable) is subscription management software for brands on Shopify. Customers include Liquid I.V., Milk Bar, Polaroid, Barstool, Unilever, KraveBeauty, Boba Tea Protein, & Siete.",
   "one_liner": "Subscriptions for Shopify",
-  "team_size": 46,
+  "team_size": 42,
   "industry": "B2B",
   "subindustry": "B2B -> Marketing",
   "launched_at": 1594268849,
diff --git a/batches/s21.json b/batches/s21.json
index 61b173e58..62ff14013 100644
--- a/batches/s21.json
+++ b/batches/s21.json
@@ -16842,7 +16842,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "S21",
     "status": "Active",
diff --git a/batches/s21/beau.json b/batches/s21/beau.json
index 2dcae3789..fa9a441c2 100644
--- a/batches/s21/beau.json
+++ b/batches/s21/beau.json
@@ -21,7 +21,7 @@
   ],
   "tags_highlighted": [],
   "top_company": false,
-  "isHiring": true,
+  "isHiring": false,
   "nonprofit": false,
   "batch": "S21",
   "status": "Active",
diff --git a/batches/s23.json b/batches/s23.json
index 249ff4d1c..120ddf7ab 100644
--- a/batches/s23.json
+++ b/batches/s23.json
@@ -3566,7 +3566,7 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/b180100ca46fba5b88d5f7f8c9ef48ce2f462433.png",
     "website": "https://chowcentral.com",
     "all_locations": "Lagos, LA, Nigeria",
-    "long_description": "Founded in October 2022, Chow Central is building technology to disrupt the food industry in Nigeria. The goal is to profitably provide affordable food to as many people as possible. \r\n\r\nChow Central has launched its first product \"500chow\". A delivery-only restaurant that serves customers with quality best value meals. 500chow has 10x lower costs than traditional brick-and-mortar restaurants, and 10x more online orders. With an asset light approach, we have grown by partnering with existing commercial kitchens that have excess capacity.\r\n\r\nWe are very focused on solving real problems in the food industry one scalable product at a time.",
+    "long_description": "Founded in October 2022, Chow Central is building technology to disrupt the food industry in Nigeria. The goal is to profitably provide food to as many people as possible in record time. \r\n\r\nChow Central has launched its first product \"500chow\". A delivery-only quick service restaurant that serves customers in record time. 500chow has 10x lower costs than traditional brick-and-mortar restaurants, and 10x more online orders. \r\n\r\nOur customers love us for our super fast and cheaper deliveries. We are able to do this by launching hyper-locally within a 3km radius.\r\n\r\nWe are very focused on solving real problems in the food industry one scalable product at a time.",
     "one_liner": "Asset Light Chipotle for Africa",
     "team_size": null,
     "industry": "Consumer",
@@ -3972,9 +3972,9 @@
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1689362011,
     "tags": [
+      "Artificial Intelligence",
       "Generative AI",
-      "Health Tech",
-      "AI"
+      "Health Tech"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -4665,7 +4665,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "S23",
     "status": "Active",
diff --git a/batches/s23/chow-central-inc.json b/batches/s23/chow-central-inc.json
index 931deea51..ceb8d3559 100644
--- a/batches/s23/chow-central-inc.json
+++ b/batches/s23/chow-central-inc.json
@@ -6,7 +6,7 @@
   "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/b180100ca46fba5b88d5f7f8c9ef48ce2f462433.png",
   "website": "https://chowcentral.com",
   "all_locations": "Lagos, LA, Nigeria",
-  "long_description": "Founded in October 2022, Chow Central is building technology to disrupt the food industry in Nigeria. The goal is to profitably provide affordable food to as many people as possible. \r\n\r\nChow Central has launched its first product \"500chow\". A delivery-only restaurant that serves customers with quality best value meals. 500chow has 10x lower costs than traditional brick-and-mortar restaurants, and 10x more online orders. With an asset light approach, we have grown by partnering with existing commercial kitchens that have excess capacity.\r\n\r\nWe are very focused on solving real problems in the food industry one scalable product at a time.",
+  "long_description": "Founded in October 2022, Chow Central is building technology to disrupt the food industry in Nigeria. The goal is to profitably provide food to as many people as possible in record time. \r\n\r\nChow Central has launched its first product \"500chow\". A delivery-only quick service restaurant that serves customers in record time. 500chow has 10x lower costs than traditional brick-and-mortar restaurants, and 10x more online orders. \r\n\r\nOur customers love us for our super fast and cheaper deliveries. We are able to do this by launching hyper-locally within a 3km radius.\r\n\r\nWe are very focused on solving real problems in the food industry one scalable product at a time.",
   "one_liner": "Asset Light Chipotle for Africa",
   "team_size": null,
   "industry": "Consumer",
diff --git a/batches/s23/respaid.json b/batches/s23/respaid.json
index 94b98e6df..4e1ba116d 100644
--- a/batches/s23/respaid.json
+++ b/batches/s23/respaid.json
@@ -19,7 +19,7 @@
   ],
   "tags_highlighted": [],
   "top_company": false,
-  "isHiring": true,
+  "isHiring": false,
   "nonprofit": false,
   "batch": "S23",
   "status": "Active",
diff --git a/batches/s23/vetrec.json b/batches/s23/vetrec.json
index c79dc4d97..35eb8f210 100644
--- a/batches/s23/vetrec.json
+++ b/batches/s23/vetrec.json
@@ -18,9 +18,9 @@
   "subindustry": "B2B -> Engineering, Product and Design",
   "launched_at": 1689362011,
   "tags": [
+    "Artificial Intelligence",
     "Generative AI",
-    "Health Tech",
-    "AI"
+    "Health Tech"
   ],
   "tags_highlighted": [],
   "top_company": false,
diff --git a/batches/s24.json b/batches/s24.json
index 6d90dc30e..9cdfb3b8c 100644
--- a/batches/s24.json
+++ b/batches/s24.json
@@ -2483,7 +2483,7 @@
     "former_names": [],
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/a43d3ef392fa3a7d4ef89797c2972ddacbdd1b5c.png",
     "website": "https://azalearobotics.com/",
-    "all_locations": "",
+    "all_locations": "Berkeley, CA, USA",
     "long_description": "Azalea Robotics automates airport baggage handling with intelligent robot operations. The global market for airport baggage handling systems is $20+ billion and growing, presenting a significant opportunity for innovation and market disruption in this sector.\r\n\r\n\r\nPassenger air traffic volume is increasing, driving demand for efficient and reliable baggage handling at airports and putting immense pressure on existing infrastructure. In 2023 alone, airports processed approximately 4.5 billion bags, highlighting the need for advanced solutions to manage this load effectively. Azalea Robotics provides state-of-the-art robotic systems that enhance efficiency, reduce mishandling, and improve passenger experience through more reliable operations.\r\n\r\n\r\nBaggage handling is a critical component of airline ground operations, yet it is fraught with challenges. The work is physically demanding, often leading to long-term injuries among workers. Traditional baggage handling involves repetitive lifting and maneuvering of heavy loads, which can result in long-term health issues. Azalea Robotics addresses these challenges by automating the most strenuous tasks, thereby reducing the risk of injury and enhancing operational efficiency.",
     "one_liner": "Automating airport baggage handling with robots.",
     "team_size": 2,
@@ -2493,7 +2493,7 @@
     "tags": [],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": false,
+    "isHiring": true,
     "nonprofit": false,
     "batch": "S24",
     "status": "Active",
@@ -2502,6 +2502,8 @@
       "Manufacturing and Robotics"
     ],
     "regions": [
+      "United States of America",
+      "America / Canada",
       "Remote",
       "Partly Remote"
     ],
@@ -6019,7 +6021,7 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/70cdd1fa78c63083ab6a70c63195a46e8f6cad04.png",
     "website": "https://paxai.com/",
     "all_locations": "",
-    "long_description": "Pax uses AI to automate import tax refunds (aka duty drawback) for retailers and manufacturers. We launched 4 weeks ago and have ~$200K in contracts.\r\n\r\nEach year, 80% of eligible refunds—equivalent to $11B—go unclaimed. Pax is the first AI-powered broker helping brands under $50M reclaim 3-5% of their revenue. Our algorithms generate 15% more refunds than the industry leader and reduce processing time by 99% with AI.\r\n\r\nWe are two technical founders: I got my PhD from MIT and, and was a former research scientist at Amazon & Flexport, where I encountered the problem firsthand. My co-founder Chris is a second-time founder and former software engineer at Amazon, Brex, and TikTok.",
+    "long_description": "Pax uses AI to automate import tax refunds (aka duty drawback) for retailers and manufacturers. We launched 4 weeks ago and have ~$200K in contracts.\r\n\r\nEach year, 80% of eligible refunds—equivalent to $15B—go unclaimed. Pax is the first AI-powered broker helping brands under $50M reclaim 3-5% of their revenue. Our algorithms generate 15% more refunds than the industry leader and reduce processing time by 99% with AI.\r\n\r\nWe are two technical founders: I got my PhD from MIT and, and was a former research scientist at Amazon & Flexport, where I encountered the problem firsthand. My co-founder Chris is a second-time founder and former software engineer at Amazon, Brex, and TikTok.",
     "one_liner": "AI Broker for Import Tax Refunds",
     "team_size": 2,
     "industry": "B2B",
diff --git a/batches/s24/azalea-robotics-corporation.json b/batches/s24/azalea-robotics-corporation.json
index 958ad930c..eebcfe887 100644
--- a/batches/s24/azalea-robotics-corporation.json
+++ b/batches/s24/azalea-robotics-corporation.json
@@ -5,7 +5,7 @@
   "former_names": [],
   "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/a43d3ef392fa3a7d4ef89797c2972ddacbdd1b5c.png",
   "website": "https://azalearobotics.com/",
-  "all_locations": "",
+  "all_locations": "Berkeley, CA, USA",
   "long_description": "Azalea Robotics automates airport baggage handling with intelligent robot operations. The global market for airport baggage handling systems is $20+ billion and growing, presenting a significant opportunity for innovation and market disruption in this sector.\r\n\r\n\r\nPassenger air traffic volume is increasing, driving demand for efficient and reliable baggage handling at airports and putting immense pressure on existing infrastructure. In 2023 alone, airports processed approximately 4.5 billion bags, highlighting the need for advanced solutions to manage this load effectively. Azalea Robotics provides state-of-the-art robotic systems that enhance efficiency, reduce mishandling, and improve passenger experience through more reliable operations.\r\n\r\n\r\nBaggage handling is a critical component of airline ground operations, yet it is fraught with challenges. The work is physically demanding, often leading to long-term injuries among workers. Traditional baggage handling involves repetitive lifting and maneuvering of heavy loads, which can result in long-term health issues. Azalea Robotics addresses these challenges by automating the most strenuous tasks, thereby reducing the risk of injury and enhancing operational efficiency.",
   "one_liner": "Automating airport baggage handling with robots.",
   "team_size": 2,
@@ -15,7 +15,7 @@
   "tags": [],
   "tags_highlighted": [],
   "top_company": false,
-  "isHiring": false,
+  "isHiring": true,
   "nonprofit": false,
   "batch": "S24",
   "status": "Active",
@@ -24,6 +24,8 @@
     "Manufacturing and Robotics"
   ],
   "regions": [
+    "United States of America",
+    "America / Canada",
     "Remote",
     "Partly Remote"
   ],
diff --git a/batches/s24/pax.json b/batches/s24/pax.json
index 9cb29bb50..2e2b9ffa6 100644
--- a/batches/s24/pax.json
+++ b/batches/s24/pax.json
@@ -6,7 +6,7 @@
   "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/70cdd1fa78c63083ab6a70c63195a46e8f6cad04.png",
   "website": "https://paxai.com/",
   "all_locations": "",
-  "long_description": "Pax uses AI to automate import tax refunds (aka duty drawback) for retailers and manufacturers. We launched 4 weeks ago and have ~$200K in contracts.\r\n\r\nEach year, 80% of eligible refunds—equivalent to $11B—go unclaimed. Pax is the first AI-powered broker helping brands under $50M reclaim 3-5% of their revenue. Our algorithms generate 15% more refunds than the industry leader and reduce processing time by 99% with AI.\r\n\r\nWe are two technical founders: I got my PhD from MIT and, and was a former research scientist at Amazon & Flexport, where I encountered the problem firsthand. My co-founder Chris is a second-time founder and former software engineer at Amazon, Brex, and TikTok.",
+  "long_description": "Pax uses AI to automate import tax refunds (aka duty drawback) for retailers and manufacturers. We launched 4 weeks ago and have ~$200K in contracts.\r\n\r\nEach year, 80% of eligible refunds—equivalent to $15B—go unclaimed. Pax is the first AI-powered broker helping brands under $50M reclaim 3-5% of their revenue. Our algorithms generate 15% more refunds than the industry leader and reduce processing time by 99% with AI.\r\n\r\nWe are two technical founders: I got my PhD from MIT and, and was a former research scientist at Amazon & Flexport, where I encountered the problem firsthand. My co-founder Chris is a second-time founder and former software engineer at Amazon, Brex, and TikTok.",
   "one_liner": "AI Broker for Import Tax Refunds",
   "team_size": 2,
   "industry": "B2B",
diff --git a/batches/w16.json b/batches/w16.json
index 0d9aaf416..0eee0fc71 100644
--- a/batches/w16.json
+++ b/batches/w16.json
@@ -4477,7 +4477,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "W16",
     "status": "Active",
diff --git a/batches/w16/bonsai.json b/batches/w16/bonsai.json
index eca165784..4713de7d7 100644
--- a/batches/w16/bonsai.json
+++ b/batches/w16/bonsai.json
@@ -18,7 +18,7 @@
   ],
   "tags_highlighted": [],
   "top_company": false,
-  "isHiring": true,
+  "isHiring": false,
   "nonprofit": false,
   "batch": "W16",
   "status": "Active",
diff --git a/batches/w19.json b/batches/w19.json
index a73947adf..5b7621946 100644
--- a/batches/w19.json
+++ b/batches/w19.json
@@ -230,7 +230,7 @@
     "all_locations": "Toronto, ON, Canada",
     "long_description": "Trexo Robotics is building wearable robotic legs to help people walk, starting with childing with Cerebral Palsy. Our product allows children with disabilities like Cerebral Palsy, to walk, in many cases for the first time in their lives. Trexo was started when Manmeet found that his nephew was born with Cerebral Palsy and would never be able to walk. They are already commercial with customers all over US and Canada. Their vision is to replace the wheelchair, for children, adults, and the elderly. ",
     "one_liner": "Wearable robots to help people walk, starting with children with…",
-    "team_size": 12,
+    "team_size": 30,
     "industry": "Industrials",
     "subindustry": "Industrials -> Manufacturing and Robotics",
     "launched_at": 1540953087,
@@ -4238,7 +4238,7 @@
     "former_names": [
       "PyxAI"
     ],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/88a07182627899e0466f53c87e4cc47a87c1757d.png",
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/909aa10f7285a7759bb72929bd69ffcfa9047309.png",
     "website": "https://www.pyxai.com",
     "all_locations": "Boston, MA, USA; Remote",
     "long_description": "Pyxai helps organizations evaluate, identify and source top talent by focusing on the best indicators of long-term job success, soft skills. Our proprietary, AI driven assessment tool helps organizations increase retention by at least 30% all while reducing the time to hire by more than 50%.",
diff --git a/batches/w19/pyxai.json b/batches/w19/pyxai.json
index 05f3ffc38..18f744734 100644
--- a/batches/w19/pyxai.json
+++ b/batches/w19/pyxai.json
@@ -5,7 +5,7 @@
   "former_names": [
     "PyxAI"
   ],
-  "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/88a07182627899e0466f53c87e4cc47a87c1757d.png",
+  "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/909aa10f7285a7759bb72929bd69ffcfa9047309.png",
   "website": "https://www.pyxai.com",
   "all_locations": "Boston, MA, USA; Remote",
   "long_description": "Pyxai helps organizations evaluate, identify and source top talent by focusing on the best indicators of long-term job success, soft skills. Our proprietary, AI driven assessment tool helps organizations increase retention by at least 30% all while reducing the time to hire by more than 50%.",
diff --git a/batches/w19/trexo-robotics.json b/batches/w19/trexo-robotics.json
index e6def7ab2..2bfded8d8 100644
--- a/batches/w19/trexo-robotics.json
+++ b/batches/w19/trexo-robotics.json
@@ -8,7 +8,7 @@
   "all_locations": "Toronto, ON, Canada",
   "long_description": "Trexo Robotics is building wearable robotic legs to help people walk, starting with childing with Cerebral Palsy. Our product allows children with disabilities like Cerebral Palsy, to walk, in many cases for the first time in their lives. Trexo was started when Manmeet found that his nephew was born with Cerebral Palsy and would never be able to walk. They are already commercial with customers all over US and Canada. Their vision is to replace the wheelchair, for children, adults, and the elderly. ",
   "one_liner": "Wearable robots to help people walk, starting with children with…",
-  "team_size": 12,
+  "team_size": 30,
   "industry": "Industrials",
   "subindustry": "Industrials -> Manufacturing and Robotics",
   "launched_at": 1540953087,
diff --git a/batches/w21.json b/batches/w21.json
index 1db4670fa..25da0ae63 100644
--- a/batches/w21.json
+++ b/batches/w21.json
@@ -9049,7 +9049,8 @@
     "tags": [
       "Robotic Process Automation",
       "Robotics",
-      "Construction"
+      "Construction",
+      "Housing"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -12981,8 +12982,8 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/69a056671cad88163e6595a353c8c320e58148a5.png",
     "website": "https://www.turingcollege.com/",
     "all_locations": "Vilnius, Vilnius County, Lithuania",
-    "long_description": "Turing College is an online AI college for busy professionals. As a constituent college affiliated with Woolf, a higher education institution in the European Union, we bring world-class programs driven by Google-level engineers to Cambridge University PhDs.",
-    "one_liner": "An Online AI College for busy professionals",
+    "long_description": "Turing College is an online AI-driven school for busy professionals. We upskill & reskill in data science & AI, analytics, marketing and programming in 3-12 months with 1on1 support and flexibility.",
+    "one_liner": "AI-driven online tech school for busy professionals",
     "team_size": 50,
     "industry": "Education",
     "subindustry": "Education",
diff --git a/batches/w21/botbuilt.json b/batches/w21/botbuilt.json
index 773394152..41e64f4aa 100644
--- a/batches/w21/botbuilt.json
+++ b/batches/w21/botbuilt.json
@@ -20,7 +20,8 @@
   "tags": [
     "Robotic Process Automation",
     "Robotics",
-    "Construction"
+    "Construction",
+    "Housing"
   ],
   "tags_highlighted": [],
   "top_company": false,
diff --git a/batches/w21/turing-college.json b/batches/w21/turing-college.json
index 2ced039c7..abee0c72b 100644
--- a/batches/w21/turing-college.json
+++ b/batches/w21/turing-college.json
@@ -6,8 +6,8 @@
   "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/69a056671cad88163e6595a353c8c320e58148a5.png",
   "website": "https://www.turingcollege.com/",
   "all_locations": "Vilnius, Vilnius County, Lithuania",
-  "long_description": "Turing College is an online AI college for busy professionals. As a constituent college affiliated with Woolf, a higher education institution in the European Union, we bring world-class programs driven by Google-level engineers to Cambridge University PhDs.",
-  "one_liner": "An Online AI College for busy professionals",
+  "long_description": "Turing College is an online AI-driven school for busy professionals. We upskill & reskill in data science & AI, analytics, marketing and programming in 3-12 months with 1on1 support and flexibility.",
+  "one_liner": "AI-driven online tech school for busy professionals",
   "team_size": 50,
   "industry": "Education",
   "subindustry": "Education",
diff --git a/batches/w22.json b/batches/w22.json
index 83d50663f..3600e38d0 100644
--- a/batches/w22.json
+++ b/batches/w22.json
@@ -5640,18 +5640,18 @@
     ],
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/e199391960ef734061b15304efdf0c3dd3b2524e.png",
     "website": "https://criya.co",
-    "all_locations": "San Francisco, CA, USA; San Jose, CA, USA",
-    "long_description": "Criya, a Y Combinator and venture backed AI startup that empowers anyone to create professional collateral in seconds. Criya AI makes you and your ideas look exceptional. Save hours by effortlessly creating perfectly designed, interactive and high converting collateral in seconds.\r\nComplete with on-brand, AI generated interactive landing pages, 1-pagers, presentation decks , built in engagement buttons, analytics, CRM, scheduler and more, Criya is a pivotal platform for entrepreneurs and sales professionals to capture prospects and decision makers within seconds.",
-    "one_liner": "Creating stunning professional collateral, in seconds, with AI",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Criya AI, a Y Combinator and venture backed AI startup is an intelligent content system that reads across all your data sources and in 1-click produces stunning, hyper-personalized client-ready assets, by combining research, branding, authoring and engagement analytics.\r\n\r\nOur AI Prospector replaces 85% of your account based marketing effort in 60 seconds. From market research to email/linkedin campaigns and landing page pitch decks, personalized for your specific buyer, we do it all in 1-click.",
+    "one_liner": "AI that builds GTM assets in seconds",
     "team_size": 5,
     "industry": "B2B",
     "subindustry": "B2B -> Sales",
     "launched_at": 1642290719,
     "tags": [
+      "Artificial Intelligence",
       "B2B",
       "Sales",
       "Sales Enablement",
-      "AI",
       "AI Assistant"
     ],
     "tags_highlighted": [],
diff --git a/batches/w22/roomplays.json b/batches/w22/roomplays.json
index 1190bb193..d6a4cf4dd 100644
--- a/batches/w22/roomplays.json
+++ b/batches/w22/roomplays.json
@@ -7,18 +7,18 @@
   ],
   "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/e199391960ef734061b15304efdf0c3dd3b2524e.png",
   "website": "https://criya.co",
-  "all_locations": "San Francisco, CA, USA; San Jose, CA, USA",
-  "long_description": "Criya, a Y Combinator and venture backed AI startup that empowers anyone to create professional collateral in seconds. Criya AI makes you and your ideas look exceptional. Save hours by effortlessly creating perfectly designed, interactive and high converting collateral in seconds.\r\nComplete with on-brand, AI generated interactive landing pages, 1-pagers, presentation decks , built in engagement buttons, analytics, CRM, scheduler and more, Criya is a pivotal platform for entrepreneurs and sales professionals to capture prospects and decision makers within seconds.",
-  "one_liner": "Creating stunning professional collateral, in seconds, with AI",
+  "all_locations": "San Francisco, CA, USA",
+  "long_description": "Criya AI, a Y Combinator and venture backed AI startup is an intelligent content system that reads across all your data sources and in 1-click produces stunning, hyper-personalized client-ready assets, by combining research, branding, authoring and engagement analytics.\r\n\r\nOur AI Prospector replaces 85% of your account based marketing effort in 60 seconds. From market research to email/linkedin campaigns and landing page pitch decks, personalized for your specific buyer, we do it all in 1-click.",
+  "one_liner": "AI that builds GTM assets in seconds",
   "team_size": 5,
   "industry": "B2B",
   "subindustry": "B2B -> Sales",
   "launched_at": 1642290719,
   "tags": [
+    "Artificial Intelligence",
     "B2B",
     "Sales",
     "Sales Enablement",
-    "AI",
     "AI Assistant"
   ],
   "tags_highlighted": [],
diff --git a/batches/w23.json b/batches/w23.json
index c060dcdf5..18de63b06 100644
--- a/batches/w23.json
+++ b/batches/w23.json
@@ -1424,11 +1424,11 @@
     "subindustry": "B2B -> Analytics",
     "launched_at": 1664774205,
     "tags": [
+      "Artificial Intelligence",
       "Productivity",
       "Analytics",
       "Big Data",
-      "Data Visualization",
-      "AI"
+      "Data Visualization"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -2413,9 +2413,9 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/c0f30c988fde8ec60cc14e8c5cf656b62cd6d35d.png",
     "website": "https://numeralhq.com/",
     "all_locations": "San Francisco, CA, USA",
-    "long_description": "Numeral handles all aspects of sales tax from registration to remittance for e-commerce stores. We offer white-glove service so stores can get back to working on growing their business.",
-    "one_liner": "Ecommerce sales tax on autopilot. ",
-    "team_size": 20,
+    "long_description": "Numeral handles all aspects of sales tax from registration to remittance for SaaS and e-commerce stores. We offer complete, white-glove service end to end. ",
+    "one_liner": "SaaS & Ecommerce sales tax on autopilot. ",
+    "team_size": 25,
     "industry": "B2B",
     "subindustry": "B2B -> Finance and Accounting",
     "launched_at": 1672355505,
@@ -5292,9 +5292,9 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/72bfb13e14b0f43d68d0a7055eec27310d54f3c0.png",
     "website": "https://inkeep.com",
     "all_locations": "New York, NY, USA",
-    "long_description": "Inkeep helps turn your docs, help center, and other content into an AI search and support copilot for your product. Teams like Pinecone,  Anthropic, and Postman use Inkeep to improve self-help experiences and reduce support volume.",
-    "one_liner": "Turn your docs into a \"ChatGPT\"-like AI search and support copilot",
-    "team_size": 7,
+    "long_description": "Inkeep provides all the AI tools teams need to scale support: an assistant for users, a copilot for support teams, and an AI writer to identify and fix content gaps. \r\n\r\n\r\nTeams like Anthropic, Pinecone, and Postman trust Inkeep to help their users find what they need and get quick human support when they need it.",
+    "one_liner": "AI support you can trust.",
+    "team_size": 9,
     "industry": "B2B",
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1677660046,
@@ -8574,15 +8574,15 @@
     "all_locations": "San Francisco, CA, USA",
     "long_description": "Pylon is the modern alternative to Zendesk, Intercom, Freshdesk, and Salesforce Service Cloud. We help B2B companies track customer support issues across common B2B channels including shared Slack channels (Slack Connect), Microsoft Teams, email, in-app chat, ticket forms, Slack community, and more.\r\n\r\nHundreds of fast-growing YC companies of all sizes like Vellum, Hightouch, and Deel are customers.\r\n\r\nLearn more at usepylon.com",
     "one_liner": "The only customer support platform built for B2B.",
-    "team_size": 19,
+    "team_size": 20,
     "industry": "B2B",
     "subindustry": "B2B -> Operations",
     "launched_at": 1676268747,
     "tags": [
+      "Artificial Intelligence",
       "B2B",
       "Customer Success",
-      "Customer Support",
-      "AI"
+      "Customer Support"
     ],
     "tags_highlighted": [],
     "top_company": false,
diff --git a/batches/w23/inkeep.json b/batches/w23/inkeep.json
index 4fe198620..d5728eee9 100644
--- a/batches/w23/inkeep.json
+++ b/batches/w23/inkeep.json
@@ -8,9 +8,9 @@
   "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/72bfb13e14b0f43d68d0a7055eec27310d54f3c0.png",
   "website": "https://inkeep.com",
   "all_locations": "New York, NY, USA",
-  "long_description": "Inkeep helps turn your docs, help center, and other content into an AI search and support copilot for your product. Teams like Pinecone,  Anthropic, and Postman use Inkeep to improve self-help experiences and reduce support volume.",
-  "one_liner": "Turn your docs into a \"ChatGPT\"-like AI search and support copilot",
-  "team_size": 7,
+  "long_description": "Inkeep provides all the AI tools teams need to scale support: an assistant for users, a copilot for support teams, and an AI writer to identify and fix content gaps. \r\n\r\n\r\nTeams like Anthropic, Pinecone, and Postman trust Inkeep to help their users find what they need and get quick human support when they need it.",
+  "one_liner": "AI support you can trust.",
+  "team_size": 9,
   "industry": "B2B",
   "subindustry": "B2B -> Engineering, Product and Design",
   "launched_at": 1677660046,
diff --git a/batches/w23/numeral.json b/batches/w23/numeral.json
index b22c6264e..24593a60e 100644
--- a/batches/w23/numeral.json
+++ b/batches/w23/numeral.json
@@ -6,9 +6,9 @@
   "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/c0f30c988fde8ec60cc14e8c5cf656b62cd6d35d.png",
   "website": "https://numeralhq.com/",
   "all_locations": "San Francisco, CA, USA",
-  "long_description": "Numeral handles all aspects of sales tax from registration to remittance for e-commerce stores. We offer white-glove service so stores can get back to working on growing their business.",
-  "one_liner": "Ecommerce sales tax on autopilot. ",
-  "team_size": 20,
+  "long_description": "Numeral handles all aspects of sales tax from registration to remittance for SaaS and e-commerce stores. We offer complete, white-glove service end to end. ",
+  "one_liner": "SaaS & Ecommerce sales tax on autopilot. ",
+  "team_size": 25,
   "industry": "B2B",
   "subindustry": "B2B -> Finance and Accounting",
   "launched_at": 1672355505,
diff --git a/batches/w23/pylon-2.json b/batches/w23/pylon-2.json
index 8bda7c8e9..0dd31a7f9 100644
--- a/batches/w23/pylon-2.json
+++ b/batches/w23/pylon-2.json
@@ -8,15 +8,15 @@
   "all_locations": "San Francisco, CA, USA",
   "long_description": "Pylon is the modern alternative to Zendesk, Intercom, Freshdesk, and Salesforce Service Cloud. We help B2B companies track customer support issues across common B2B channels including shared Slack channels (Slack Connect), Microsoft Teams, email, in-app chat, ticket forms, Slack community, and more.\r\n\r\nHundreds of fast-growing YC companies of all sizes like Vellum, Hightouch, and Deel are customers.\r\n\r\nLearn more at usepylon.com",
   "one_liner": "The only customer support platform built for B2B.",
-  "team_size": 19,
+  "team_size": 20,
   "industry": "B2B",
   "subindustry": "B2B -> Operations",
   "launched_at": 1676268747,
   "tags": [
+    "Artificial Intelligence",
     "B2B",
     "Customer Success",
-    "Customer Support",
-    "AI"
+    "Customer Support"
   ],
   "tags_highlighted": [],
   "top_company": false,
diff --git a/batches/w23/rollstack-2.json b/batches/w23/rollstack-2.json
index 3148e85f8..2faf1af35 100644
--- a/batches/w23/rollstack-2.json
+++ b/batches/w23/rollstack-2.json
@@ -13,11 +13,11 @@
   "subindustry": "B2B -> Analytics",
   "launched_at": 1664774205,
   "tags": [
+    "Artificial Intelligence",
     "Productivity",
     "Analytics",
     "Big Data",
-    "Data Visualization",
-    "AI"
+    "Data Visualization"
   ],
   "tags_highlighted": [],
   "top_company": false,
diff --git a/batches/w24.json b/batches/w24.json
index 58318e467..7c63bf9ca 100644
--- a/batches/w24.json
+++ b/batches/w24.json
@@ -5358,14 +5358,13 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/3d7390c9fddfe9a6cf41b3b323ffc04d09432fa0.png",
     "website": "https://www.bilanc.co",
     "all_locations": "London, England, United Kingdom",
-    "long_description": "An Engineering Management platform that connects to Github & Linear or JIRA, runs AI-Powered DevEx surveys, provides ongoing detailed reports for every engineer and team with specific references to work, and takes just 5 mins to set up. We're already helping engineering teams at companies like MoonPay deploy code 30% faster than before.",
+    "long_description": "AI-powered summaries for all your data in GitHub and Jira, plus intelligent surveys that give you full visibility and control over your engineering efficiency. And, it only takes 5 minutes to set up.",
     "one_liner": "Analytics for Data-Driven Engineering Management",
     "team_size": 2,
     "industry": "B2B",
     "subindustry": "B2B -> Analytics",
     "launched_at": 1701093428,
     "tags": [
-      "Developer Tools",
       "SaaS",
       "B2B",
       "Analytics",
diff --git a/batches/w24/bilanc.json b/batches/w24/bilanc.json
index 49c77c166..5beef056f 100644
--- a/batches/w24/bilanc.json
+++ b/batches/w24/bilanc.json
@@ -6,14 +6,13 @@
   "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/3d7390c9fddfe9a6cf41b3b323ffc04d09432fa0.png",
   "website": "https://www.bilanc.co",
   "all_locations": "London, England, United Kingdom",
-  "long_description": "An Engineering Management platform that connects to Github & Linear or JIRA, runs AI-Powered DevEx surveys, provides ongoing detailed reports for every engineer and team with specific references to work, and takes just 5 mins to set up. We're already helping engineering teams at companies like MoonPay deploy code 30% faster than before.",
+  "long_description": "AI-powered summaries for all your data in GitHub and Jira, plus intelligent surveys that give you full visibility and control over your engineering efficiency. And, it only takes 5 minutes to set up.",
   "one_liner": "Analytics for Data-Driven Engineering Management",
   "team_size": 2,
   "industry": "B2B",
   "subindustry": "B2B -> Analytics",
   "launched_at": 1701093428,
   "tags": [
-    "Developer Tools",
     "SaaS",
     "B2B",
     "Analytics",
diff --git a/companies/all.json b/companies/all.json
index a1b744d09..976bec91b 100644
--- a/companies/all.json
+++ b/companies/all.json
@@ -41861,7 +41861,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "W16",
     "status": "Active",
@@ -72554,7 +72554,7 @@
     "all_locations": "Toronto, ON, Canada",
     "long_description": "Trexo Robotics is building wearable robotic legs to help people walk, starting with childing with Cerebral Palsy. Our product allows children with disabilities like Cerebral Palsy, to walk, in many cases for the first time in their lives. Trexo was started when Manmeet found that his nephew was born with Cerebral Palsy and would never be able to walk. They are already commercial with customers all over US and Canada. Their vision is to replace the wheelchair, for children, adults, and the elderly. ",
     "one_liner": "Wearable robots to help people walk, starting with children with…",
-    "team_size": 12,
+    "team_size": 30,
     "industry": "Industrials",
     "subindustry": "Industrials -> Manufacturing and Robotics",
     "launched_at": 1540953087,
@@ -76798,7 +76798,7 @@
     "former_names": [
       "PyxAI"
     ],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/88a07182627899e0466f53c87e4cc47a87c1757d.png",
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/909aa10f7285a7759bb72929bd69ffcfa9047309.png",
     "website": "https://www.pyxai.com",
     "all_locations": "Boston, MA, USA; Remote",
     "long_description": "Pyxai helps organizations evaluate, identify and source top talent by focusing on the best indicators of long-term job success, soft skills. Our proprietary, AI driven assessment tool helps organizations increase retention by at least 30% all while reducing the time to hire by more than 50%.",
@@ -104223,7 +104223,7 @@
     "all_locations": "New York, NY, USA",
     "long_description": "Skio ($10M+ ARR in 3 years, profitable) is subscription management software for brands on Shopify. Customers include Liquid I.V., Milk Bar, Polaroid, Barstool, Unilever, KraveBeauty, Boba Tea Protein, & Siete.",
     "one_liner": "Subscriptions for Shopify",
-    "team_size": 46,
+    "team_size": 42,
     "industry": "B2B",
     "subindustry": "B2B -> Marketing",
     "launched_at": 1594268849,
@@ -116577,7 +116577,8 @@
     "tags": [
       "Robotic Process Automation",
       "Robotics",
-      "Construction"
+      "Construction",
+      "Housing"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -120552,8 +120553,8 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/69a056671cad88163e6595a353c8c320e58148a5.png",
     "website": "https://www.turingcollege.com/",
     "all_locations": "Vilnius, Vilnius County, Lithuania",
-    "long_description": "Turing College is an online AI college for busy professionals. As a constituent college affiliated with Woolf, a higher education institution in the European Union, we bring world-class programs driven by Google-level engineers to Cambridge University PhDs.",
-    "one_liner": "An Online AI College for busy professionals",
+    "long_description": "Turing College is an online AI-driven school for busy professionals. We upskill & reskill in data science & AI, analytics, marketing and programming in 3-12 months with 1on1 support and flexibility.",
+    "one_liner": "AI-driven online tech school for busy professionals",
     "team_size": 50,
     "industry": "Education",
     "subindustry": "Education",
@@ -139171,7 +139172,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "S21",
     "status": "Active",
@@ -145131,18 +145132,18 @@
     ],
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/e199391960ef734061b15304efdf0c3dd3b2524e.png",
     "website": "https://criya.co",
-    "all_locations": "San Francisco, CA, USA; San Jose, CA, USA",
-    "long_description": "Criya, a Y Combinator and venture backed AI startup that empowers anyone to create professional collateral in seconds. Criya AI makes you and your ideas look exceptional. Save hours by effortlessly creating perfectly designed, interactive and high converting collateral in seconds.\r\nComplete with on-brand, AI generated interactive landing pages, 1-pagers, presentation decks , built in engagement buttons, analytics, CRM, scheduler and more, Criya is a pivotal platform for entrepreneurs and sales professionals to capture prospects and decision makers within seconds.",
-    "one_liner": "Creating stunning professional collateral, in seconds, with AI",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Criya AI, a Y Combinator and venture backed AI startup is an intelligent content system that reads across all your data sources and in 1-click produces stunning, hyper-personalized client-ready assets, by combining research, branding, authoring and engagement analytics.\r\n\r\nOur AI Prospector replaces 85% of your account based marketing effort in 60 seconds. From market research to email/linkedin campaigns and landing page pitch decks, personalized for your specific buyer, we do it all in 1-click.",
+    "one_liner": "AI that builds GTM assets in seconds",
     "team_size": 5,
     "industry": "B2B",
     "subindustry": "B2B -> Sales",
     "launched_at": 1642290719,
     "tags": [
+      "Artificial Intelligence",
       "B2B",
       "Sales",
       "Sales Enablement",
-      "AI",
       "AI Assistant"
     ],
     "tags_highlighted": [],
@@ -168900,11 +168901,11 @@
     "subindustry": "B2B -> Analytics",
     "launched_at": 1664774205,
     "tags": [
+      "Artificial Intelligence",
       "Productivity",
       "Analytics",
       "Big Data",
-      "Data Visualization",
-      "AI"
+      "Data Visualization"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -169889,9 +169890,9 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/c0f30c988fde8ec60cc14e8c5cf656b62cd6d35d.png",
     "website": "https://numeralhq.com/",
     "all_locations": "San Francisco, CA, USA",
-    "long_description": "Numeral handles all aspects of sales tax from registration to remittance for e-commerce stores. We offer white-glove service so stores can get back to working on growing their business.",
-    "one_liner": "Ecommerce sales tax on autopilot. ",
-    "team_size": 20,
+    "long_description": "Numeral handles all aspects of sales tax from registration to remittance for SaaS and e-commerce stores. We offer complete, white-glove service end to end. ",
+    "one_liner": "SaaS & Ecommerce sales tax on autopilot. ",
+    "team_size": 25,
     "industry": "B2B",
     "subindustry": "B2B -> Finance and Accounting",
     "launched_at": 1672355505,
@@ -172768,9 +172769,9 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/72bfb13e14b0f43d68d0a7055eec27310d54f3c0.png",
     "website": "https://inkeep.com",
     "all_locations": "New York, NY, USA",
-    "long_description": "Inkeep helps turn your docs, help center, and other content into an AI search and support copilot for your product. Teams like Pinecone,  Anthropic, and Postman use Inkeep to improve self-help experiences and reduce support volume.",
-    "one_liner": "Turn your docs into a \"ChatGPT\"-like AI search and support copilot",
-    "team_size": 7,
+    "long_description": "Inkeep provides all the AI tools teams need to scale support: an assistant for users, a copilot for support teams, and an AI writer to identify and fix content gaps. \r\n\r\n\r\nTeams like Anthropic, Pinecone, and Postman trust Inkeep to help their users find what they need and get quick human support when they need it.",
+    "one_liner": "AI support you can trust.",
+    "team_size": 9,
     "industry": "B2B",
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1677660046,
@@ -176050,15 +176051,15 @@
     "all_locations": "San Francisco, CA, USA",
     "long_description": "Pylon is the modern alternative to Zendesk, Intercom, Freshdesk, and Salesforce Service Cloud. We help B2B companies track customer support issues across common B2B channels including shared Slack channels (Slack Connect), Microsoft Teams, email, in-app chat, ticket forms, Slack community, and more.\r\n\r\nHundreds of fast-growing YC companies of all sizes like Vellum, Hightouch, and Deel are customers.\r\n\r\nLearn more at usepylon.com",
     "one_liner": "The only customer support platform built for B2B.",
-    "team_size": 19,
+    "team_size": 20,
     "industry": "B2B",
     "subindustry": "B2B -> Operations",
     "launched_at": 1676268747,
     "tags": [
+      "Artificial Intelligence",
       "B2B",
       "Customer Success",
-      "Customer Support",
-      "AI"
+      "Customer Support"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -182996,7 +182997,7 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/b180100ca46fba5b88d5f7f8c9ef48ce2f462433.png",
     "website": "https://chowcentral.com",
     "all_locations": "Lagos, LA, Nigeria",
-    "long_description": "Founded in October 2022, Chow Central is building technology to disrupt the food industry in Nigeria. The goal is to profitably provide affordable food to as many people as possible. \r\n\r\nChow Central has launched its first product \"500chow\". A delivery-only restaurant that serves customers with quality best value meals. 500chow has 10x lower costs than traditional brick-and-mortar restaurants, and 10x more online orders. With an asset light approach, we have grown by partnering with existing commercial kitchens that have excess capacity.\r\n\r\nWe are very focused on solving real problems in the food industry one scalable product at a time.",
+    "long_description": "Founded in October 2022, Chow Central is building technology to disrupt the food industry in Nigeria. The goal is to profitably provide food to as many people as possible in record time. \r\n\r\nChow Central has launched its first product \"500chow\". A delivery-only quick service restaurant that serves customers in record time. 500chow has 10x lower costs than traditional brick-and-mortar restaurants, and 10x more online orders. \r\n\r\nOur customers love us for our super fast and cheaper deliveries. We are able to do this by launching hyper-locally within a 3km radius.\r\n\r\nWe are very focused on solving real problems in the food industry one scalable product at a time.",
     "one_liner": "Asset Light Chipotle for Africa",
     "team_size": null,
     "industry": "Consumer",
@@ -183402,9 +183403,9 @@
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1689362011,
     "tags": [
+      "Artificial Intelligence",
       "Generative AI",
-      "Health Tech",
-      "AI"
+      "Health Tech"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -184139,7 +184140,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "S23",
     "status": "Active",
@@ -194373,14 +194374,13 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/3d7390c9fddfe9a6cf41b3b323ffc04d09432fa0.png",
     "website": "https://www.bilanc.co",
     "all_locations": "London, England, United Kingdom",
-    "long_description": "An Engineering Management platform that connects to Github & Linear or JIRA, runs AI-Powered DevEx surveys, provides ongoing detailed reports for every engineer and team with specific references to work, and takes just 5 mins to set up. We're already helping engineering teams at companies like MoonPay deploy code 30% faster than before.",
+    "long_description": "AI-powered summaries for all your data in GitHub and Jira, plus intelligent surveys that give you full visibility and control over your engineering efficiency. And, it only takes 5 minutes to set up.",
     "one_liner": "Analytics for Data-Driven Engineering Management",
     "team_size": 2,
     "industry": "B2B",
     "subindustry": "B2B -> Analytics",
     "launched_at": 1701093428,
     "tags": [
-      "Developer Tools",
       "SaaS",
       "B2B",
       "Analytics",
@@ -201810,7 +201810,7 @@
     "former_names": [],
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/a43d3ef392fa3a7d4ef89797c2972ddacbdd1b5c.png",
     "website": "https://azalearobotics.com/",
-    "all_locations": "",
+    "all_locations": "Berkeley, CA, USA",
     "long_description": "Azalea Robotics automates airport baggage handling with intelligent robot operations. The global market for airport baggage handling systems is $20+ billion and growing, presenting a significant opportunity for innovation and market disruption in this sector.\r\n\r\n\r\nPassenger air traffic volume is increasing, driving demand for efficient and reliable baggage handling at airports and putting immense pressure on existing infrastructure. In 2023 alone, airports processed approximately 4.5 billion bags, highlighting the need for advanced solutions to manage this load effectively. Azalea Robotics provides state-of-the-art robotic systems that enhance efficiency, reduce mishandling, and improve passenger experience through more reliable operations.\r\n\r\n\r\nBaggage handling is a critical component of airline ground operations, yet it is fraught with challenges. The work is physically demanding, often leading to long-term injuries among workers. Traditional baggage handling involves repetitive lifting and maneuvering of heavy loads, which can result in long-term health issues. Azalea Robotics addresses these challenges by automating the most strenuous tasks, thereby reducing the risk of injury and enhancing operational efficiency.",
     "one_liner": "Automating airport baggage handling with robots.",
     "team_size": 2,
@@ -201820,7 +201820,7 @@
     "tags": [],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": false,
+    "isHiring": true,
     "nonprofit": false,
     "batch": "S24",
     "status": "Active",
@@ -201829,6 +201829,8 @@
       "Manufacturing and Robotics"
     ],
     "regions": [
+      "United States of America",
+      "America / Canada",
       "Remote",
       "Partly Remote"
     ],
@@ -205346,7 +205348,7 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/70cdd1fa78c63083ab6a70c63195a46e8f6cad04.png",
     "website": "https://paxai.com/",
     "all_locations": "",
-    "long_description": "Pax uses AI to automate import tax refunds (aka duty drawback) for retailers and manufacturers. We launched 4 weeks ago and have ~$200K in contracts.\r\n\r\nEach year, 80% of eligible refunds—equivalent to $11B—go unclaimed. Pax is the first AI-powered broker helping brands under $50M reclaim 3-5% of their revenue. Our algorithms generate 15% more refunds than the industry leader and reduce processing time by 99% with AI.\r\n\r\nWe are two technical founders: I got my PhD from MIT and, and was a former research scientist at Amazon & Flexport, where I encountered the problem firsthand. My co-founder Chris is a second-time founder and former software engineer at Amazon, Brex, and TikTok.",
+    "long_description": "Pax uses AI to automate import tax refunds (aka duty drawback) for retailers and manufacturers. We launched 4 weeks ago and have ~$200K in contracts.\r\n\r\nEach year, 80% of eligible refunds—equivalent to $15B—go unclaimed. Pax is the first AI-powered broker helping brands under $50M reclaim 3-5% of their revenue. Our algorithms generate 15% more refunds than the industry leader and reduce processing time by 99% with AI.\r\n\r\nWe are two technical founders: I got my PhD from MIT and, and was a former research scientist at Amazon & Flexport, where I encountered the problem firsthand. My co-founder Chris is a second-time founder and former software engineer at Amazon, Brex, and TikTok.",
     "one_liner": "AI Broker for Import Tax Refunds",
     "team_size": 2,
     "industry": "B2B",
@@ -210234,6 +210236,53 @@
     "url": "https://www.ycombinator.com/companies/andoria",
     "api": "https://yc-oss.github.io/api/batches/f24/andoria.json"
   },
+  {
+    "id": 30017,
+    "name": "Riveter AI",
+    "slug": "riveter-ai",
+    "former_names": [
+      "Nervy",
+      "Haze AI",
+      "Lassen AI"
+    ],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/2451f6aef035ff59e0e614d0f60b6f728d45713a.png",
+    "website": "https://www.riveterhq.com/",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Riveter is the copilot for corporate strategy. We help growth stage companies like Gusto accelerate strategic decision making, using deep market research and analysis. \r\n\r\nRiveter's analysis includes extraction and segmentation of data from 10-Ks, Investor Day decks, and other official sources. We go beyond Capital IQ to extract and calculate key company-specific metrics like gross margins, CAC, CAC payback period, ACV, customer counts, and more.\r\n\r\nDive deeper into company documents and Riveter data with Peter, our AI Analyst.",
+    "one_liner": "The copilot for corporate strategy",
+    "team_size": 2,
+    "industry": "B2B",
+    "subindustry": "B2B",
+    "launched_at": 1731038423,
+    "tags": [
+      "Artificial Intelligence",
+      "B2B",
+      "Analytics",
+      "Market Research",
+      "AI"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "B2B",
+      "Analytics"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/riveter-ai",
+    "api": "https://yc-oss.github.io/api/batches/f24/riveter-ai.json"
+  },
   {
     "id": 30018,
     "name": "Galini",
@@ -210481,6 +210530,46 @@
     "url": "https://www.ycombinator.com/companies/gait",
     "api": "https://yc-oss.github.io/api/batches/f24/gait.json"
   },
+  {
+    "id": 30030,
+    "name": "Encore",
+    "slug": "encore",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/3d010cda5e1d2ce7d7599631a5d9044149bb440e.png",
+    "website": "https://www.shopencore.ai/",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Encore is building the Perplexity for online shopping, with an initial emphasis on resale. We make it easy to find and manage unique treasures from across the internet. With our conversational search engine, you can seamlessly browse and refine your search across hundreds of resale platforms like Depop, eBay, Grailed, Poshmark, and more. Get inspired, follow product influencers, read unbiased reviews, receive styling tips, learn about trends, and even find items inspired by TV shows, movies, or social media—all in one place.",
+    "one_liner": "Perplexity for online shopping",
+    "team_size": 2,
+    "industry": "Consumer",
+    "subindustry": "Consumer",
+    "launched_at": 1731102747,
+    "tags": [
+      "Artificial Intelligence",
+      "Consumer",
+      "Retail Tech"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Consumer"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/encore",
+    "api": "https://yc-oss.github.io/api/batches/f24/encore.json"
+  },
   {
     "id": 30031,
     "name": "Getcho",
@@ -211020,6 +211109,48 @@
     "url": "https://www.ycombinator.com/companies/astrix-health",
     "api": "https://yc-oss.github.io/api/batches/f24/astrix-health.json"
   },
+  {
+    "id": 30049,
+    "name": "Reticular",
+    "slug": "reticular",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/ba610e03d29aed213ec8a5a30c0b4380b28f63d4.png",
+    "website": "https://reticular.ai",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Reticular helps pharma companies discover drugs with AI models like AlphaFold by making them steerable, just like you can prompt LLMs. Today, limited validation data means companies spend millions on failed experiments trying to steer these models through trial and error. We’re piloting our AI interpretability technology with early-stage biotechs and scaling rapidly. Just a week after our pivot, we identified the first interpretable features ever found in protein models, allowing precise control over biological functions.\r\n\r\nNithin and John met competing in Biology Olympiads before spending 4 years as roommates at MIT publishing ML/bio research in NeurIPS and Nature. We believe biological models encode far more information than anyone is currently using - our goal is to unlock this potential.",
+    "one_liner": "Steerable and interpretable AI for protein design",
+    "team_size": 2,
+    "industry": "Healthcare",
+    "subindustry": "Healthcare -> Healthcare IT",
+    "launched_at": 1731023720,
+    "tags": [
+      "AI-powered Drug Discovery",
+      "Generative AI",
+      "Biotech",
+      "Therapeutics"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Healthcare",
+      "Drug Discovery and Delivery"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/reticular",
+    "api": "https://yc-oss.github.io/api/batches/f24/reticular.json"
+  },
   {
     "id": 30050,
     "name": "Circlemind",
@@ -211529,14 +211660,13 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/7f1f18d8b47e8fea70cee789ba9bf7d88a9f5e2b.png",
     "website": "https://vly.ai",
     "all_locations": "San Francisco, CA, USA",
-    "long_description": "vly.ai makes your entire team technical. we build your web apps live, blending expert insights with automation to deliver faster growth, better performance, and updates at 5x less the cost.",
+    "long_description": "vly.ai makes your entire team technical. we're automating web development by blending expert insights with our models to deliver faster growth, better performance, and updates at 10x less the cost.",
     "one_liner": "The easiest way to build custom full-stack software without code",
     "team_size": 3,
     "industry": "B2B",
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1730684290,
     "tags": [
-      "AIOps",
       "Artificial Intelligence",
       "SaaS",
       "Enterprise Software",
@@ -212190,7 +212320,7 @@
     "name": "Fix AI",
     "slug": "fix-ai",
     "former_names": [],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/9881c8a31f6509e8b2a788b045dfbb1cee15e976.png",
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/d311ca85e929dc8b5d194b696d6bb373eee2633a.png",
     "website": "https://tryfix.ai",
     "all_locations": "San Francisco, CA, USA",
     "long_description": "Fix AI automates frontend QA testing using AI agents that simulate real users on websites. With simple natural language prompts, e.g. \"make sure the onboarding flow works\", our agents walk through flows and visually interact with the site to ensure critical bugs never reach users.",
@@ -212271,6 +212401,47 @@
     "url": "https://www.ycombinator.com/companies/ryvn",
     "api": "https://yc-oss.github.io/api/batches/f24/ryvn.json"
   },
+  {
+    "id": 30116,
+    "name": "Friday",
+    "slug": "friday",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/0790f4893f5452625413189631f2bb5967a2f0f4.png",
+    "website": "https://www.fridaymail.ai",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Email sucks. It takes forever to go through, and hiring an assistant is costly and invasive. Friday is building the assistant that learns how to predict the action that you will take on your emails, and does it for you.\r\n\r\nToday's email products try to help you go through your emails a little faster, but if you have to get through 1000 emails, those products doesn't do much for you. \r\n\r\nThe reality is, most of the emails you get don't require you to personally look at them. Friday completely eliminates the need to check those emails, and handles them all at once for you, immediately. \r\n\r\nFriday is here to file away spam, sift through newsletters for important tidbits, text you important notifications, and reply to mundane emails, so that no matter how many thousands of emails are in your inbox, you'll just be left with the few emails that actually require your personal touch.\r\n\r\nGetting this right is difficult, so everyone else settles with trying to help you go through your email twice as fast. If you want to go 100x as fast, you shouldn't spend even a second on useless emails. \r\n\r\nFriday gets this right, bringing the elite experience of having a professional assistant to the entire world.",
+    "one_liner": "An assistant that understands your emails and handles them for you",
+    "team_size": 2,
+    "industry": "Consumer",
+    "subindustry": "B2B -> Productivity",
+    "launched_at": 1731106672,
+    "tags": [
+      "Artificial Intelligence",
+      "Productivity",
+      "Email",
+      "AI Assistant"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Consumer"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/friday",
+    "api": "https://yc-oss.github.io/api/batches/f24/friday.json"
+  },
   {
     "id": 30117,
     "name": "Relvy AI",
diff --git a/companies/hiring.json b/companies/hiring.json
index bb070bb65..a0cf46e0b 100644
--- a/companies/hiring.json
+++ b/companies/hiring.json
@@ -4208,48 +4208,6 @@
     "url": "https://www.ycombinator.com/companies/relativity-space",
     "api": "https://yc-oss.github.io/api/batches/w16/relativity-space.json"
   },
-  {
-    "id": 1086,
-    "name": "Bonsai",
-    "slug": "bonsai",
-    "former_names": [],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/704ac62f48316d04d9fc8a57fe4aed9e46970839.png",
-    "website": "https://www.hellobonsai.com",
-    "all_locations": "Boulder, CO, USA; San Francisco, CA, USA; Remote",
-    "long_description": "Founded with the purpose of empowering anyone to work for themselves, Bonsai is the trusted back-office software solution for 500,000+ small businesses and self-employed around the world.\r\n\r\nBonsai helps individuals and teams manage their clients, deliver great work, get paid on time and track finances - all in the same place and integrated together to make running a business as seamless as possible.",
-    "one_liner": "The all-in-one solution for small businesses and self-employed.",
-    "team_size": 25,
-    "industry": "B2B",
-    "subindustry": "B2B -> Finance and Accounting",
-    "launched_at": 1450417816,
-    "tags": [
-      "Documents",
-      "SaaS"
-    ],
-    "tags_highlighted": [],
-    "top_company": false,
-    "isHiring": true,
-    "nonprofit": false,
-    "batch": "W16",
-    "status": "Active",
-    "industries": [
-      "B2B",
-      "Finance and Accounting"
-    ],
-    "regions": [
-      "United States of America",
-      "America / Canada",
-      "Remote",
-      "Fully Remote"
-    ],
-    "stage": "Growth",
-    "app_video_public": false,
-    "demo_day_video_public": false,
-    "app_answers": null,
-    "question_answers": false,
-    "url": "https://www.ycombinator.com/companies/bonsai",
-    "api": "https://yc-oss.github.io/api/batches/w16/bonsai.json"
-  },
   {
     "id": 1093,
     "name": "Astranis",
@@ -17702,7 +17660,7 @@
     "all_locations": "New York, NY, USA",
     "long_description": "Skio ($10M+ ARR in 3 years, profitable) is subscription management software for brands on Shopify. Customers include Liquid I.V., Milk Bar, Polaroid, Barstool, Unilever, KraveBeauty, Boba Tea Protein, & Siete.",
     "one_liner": "Subscriptions for Shopify",
-    "team_size": 46,
+    "team_size": 42,
     "industry": "B2B",
     "subindustry": "B2B -> Marketing",
     "launched_at": 1594268849,
@@ -21554,7 +21512,8 @@
     "tags": [
       "Robotic Process Automation",
       "Robotics",
-      "Construction"
+      "Construction",
+      "Housing"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -27273,51 +27232,6 @@
     "url": "https://www.ycombinator.com/companies/exa",
     "api": "https://yc-oss.github.io/api/batches/s21/exa.json"
   },
-  {
-    "id": 24913,
-    "name": "Beau",
-    "slug": "beau",
-    "former_names": [],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/490af3b3db6da49a5b8d11c3a79ffeee287b7747.png",
-    "website": "https://beau.to",
-    "all_locations": "Barcelona, CT, Spain; CT, Spain; Remote",
-    "long_description": "Beau helps to work with people outside your company: build, visualize, and automate your customer-facing processes! 🔥 All with one, easy-to-use solution: collect forms, accept payments, keep updated, request details, and approve steps!",
-    "one_liner": "Workflows for repetitive customer-facing tasks",
-    "team_size": 5,
-    "industry": "B2B",
-    "subindustry": "B2B -> Operations",
-    "launched_at": 1626708555,
-    "tags": [
-      "SaaS",
-      "B2B",
-      "Productivity",
-      "Customer Success",
-      "Collaboration"
-    ],
-    "tags_highlighted": [],
-    "top_company": false,
-    "isHiring": true,
-    "nonprofit": false,
-    "batch": "S21",
-    "status": "Active",
-    "industries": [
-      "B2B",
-      "Operations"
-    ],
-    "regions": [
-      "Spain",
-      "Europe",
-      "Remote",
-      "Fully Remote"
-    ],
-    "stage": "Early",
-    "app_video_public": false,
-    "demo_day_video_public": false,
-    "app_answers": null,
-    "question_answers": false,
-    "url": "https://www.ycombinator.com/companies/beau",
-    "api": "https://yc-oss.github.io/api/batches/s21/beau.json"
-  },
   {
     "id": 24914,
     "name": "Sully.ai",
@@ -28884,18 +28798,18 @@
     ],
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/e199391960ef734061b15304efdf0c3dd3b2524e.png",
     "website": "https://criya.co",
-    "all_locations": "San Francisco, CA, USA; San Jose, CA, USA",
-    "long_description": "Criya, a Y Combinator and venture backed AI startup that empowers anyone to create professional collateral in seconds. Criya AI makes you and your ideas look exceptional. Save hours by effortlessly creating perfectly designed, interactive and high converting collateral in seconds.\r\nComplete with on-brand, AI generated interactive landing pages, 1-pagers, presentation decks , built in engagement buttons, analytics, CRM, scheduler and more, Criya is a pivotal platform for entrepreneurs and sales professionals to capture prospects and decision makers within seconds.",
-    "one_liner": "Creating stunning professional collateral, in seconds, with AI",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Criya AI, a Y Combinator and venture backed AI startup is an intelligent content system that reads across all your data sources and in 1-click produces stunning, hyper-personalized client-ready assets, by combining research, branding, authoring and engagement analytics.\r\n\r\nOur AI Prospector replaces 85% of your account based marketing effort in 60 seconds. From market research to email/linkedin campaigns and landing page pitch decks, personalized for your specific buyer, we do it all in 1-click.",
+    "one_liner": "AI that builds GTM assets in seconds",
     "team_size": 5,
     "industry": "B2B",
     "subindustry": "B2B -> Sales",
     "launched_at": 1642290719,
     "tags": [
+      "Artificial Intelligence",
       "B2B",
       "Sales",
       "Sales Enablement",
-      "AI",
       "AI Assistant"
     ],
     "tags_highlighted": [],
@@ -35562,11 +35476,11 @@
     "subindustry": "B2B -> Analytics",
     "launched_at": 1664774205,
     "tags": [
+      "Artificial Intelligence",
       "Productivity",
       "Analytics",
       "Big Data",
-      "Data Visualization",
-      "AI"
+      "Data Visualization"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -35854,9 +35768,9 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/c0f30c988fde8ec60cc14e8c5cf656b62cd6d35d.png",
     "website": "https://numeralhq.com/",
     "all_locations": "San Francisco, CA, USA",
-    "long_description": "Numeral handles all aspects of sales tax from registration to remittance for e-commerce stores. We offer white-glove service so stores can get back to working on growing their business.",
-    "one_liner": "Ecommerce sales tax on autopilot. ",
-    "team_size": 20,
+    "long_description": "Numeral handles all aspects of sales tax from registration to remittance for SaaS and e-commerce stores. We offer complete, white-glove service end to end. ",
+    "one_liner": "SaaS & Ecommerce sales tax on autopilot. ",
+    "team_size": 25,
     "industry": "B2B",
     "subindustry": "B2B -> Finance and Accounting",
     "launched_at": 1672355505,
@@ -36759,9 +36673,9 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/72bfb13e14b0f43d68d0a7055eec27310d54f3c0.png",
     "website": "https://inkeep.com",
     "all_locations": "New York, NY, USA",
-    "long_description": "Inkeep helps turn your docs, help center, and other content into an AI search and support copilot for your product. Teams like Pinecone,  Anthropic, and Postman use Inkeep to improve self-help experiences and reduce support volume.",
-    "one_liner": "Turn your docs into a \"ChatGPT\"-like AI search and support copilot",
-    "team_size": 7,
+    "long_description": "Inkeep provides all the AI tools teams need to scale support: an assistant for users, a copilot for support teams, and an AI writer to identify and fix content gaps. \r\n\r\n\r\nTeams like Anthropic, Pinecone, and Postman trust Inkeep to help their users find what they need and get quick human support when they need it.",
+    "one_liner": "AI support you can trust.",
+    "team_size": 9,
     "industry": "B2B",
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1677660046,
@@ -37802,15 +37716,15 @@
     "all_locations": "San Francisco, CA, USA",
     "long_description": "Pylon is the modern alternative to Zendesk, Intercom, Freshdesk, and Salesforce Service Cloud. We help B2B companies track customer support issues across common B2B channels including shared Slack channels (Slack Connect), Microsoft Teams, email, in-app chat, ticket forms, Slack community, and more.\r\n\r\nHundreds of fast-growing YC companies of all sizes like Vellum, Hightouch, and Deel are customers.\r\n\r\nLearn more at usepylon.com",
     "one_liner": "The only customer support platform built for B2B.",
-    "team_size": 19,
+    "team_size": 20,
     "industry": "B2B",
     "subindustry": "B2B -> Operations",
     "launched_at": 1676268747,
     "tags": [
+      "Artificial Intelligence",
       "B2B",
       "Customer Success",
-      "Customer Support",
-      "AI"
+      "Customer Support"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -39917,9 +39831,9 @@
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1689362011,
     "tags": [
+      "Artificial Intelligence",
       "Generative AI",
-      "Health Tech",
-      "AI"
+      "Health Tech"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -40117,48 +40031,6 @@
     "url": "https://www.ycombinator.com/companies/greenlite",
     "api": "https://yc-oss.github.io/api/batches/s23/greenlite.json"
   },
-  {
-    "id": 28932,
-    "name": "Respaid",
-    "slug": "respaid",
-    "former_names": [],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/a8fe646749d3e1dce9b22d9134f31c861d6c0324.png",
-    "website": "https://www.respaid.com",
-    "all_locations": "San Francisco, CA, USA",
-    "long_description": "We use AI to respectfully collect account receivables.\r\nWe got 50% collection rate within 20 Days (vs. human got 3%)\r\n\r\nWe only need an excel file to start (we integrate as well).\r\nOur most notorious customers include Deel, Flexport, Clipboard Health, Vanta etc...\r\n\r\nNo risk for your brand (Debtor NPS: 93)",
-    "one_liner": "Modern B2B Collection (Respectfully with AI)",
-    "team_size": 38,
-    "industry": "Fintech",
-    "subindustry": "Fintech",
-    "launched_at": 1688400893,
-    "tags": [
-      "Fintech",
-      "B2B",
-      "AI"
-    ],
-    "tags_highlighted": [],
-    "top_company": false,
-    "isHiring": true,
-    "nonprofit": false,
-    "batch": "S23",
-    "status": "Active",
-    "industries": [
-      "Fintech"
-    ],
-    "regions": [
-      "United States of America",
-      "America / Canada",
-      "Remote",
-      "Partly Remote"
-    ],
-    "stage": "Early",
-    "app_video_public": false,
-    "demo_day_video_public": false,
-    "app_answers": null,
-    "question_answers": true,
-    "url": "https://www.ycombinator.com/companies/respaid",
-    "api": "https://yc-oss.github.io/api/batches/s23/respaid.json"
-  },
   {
     "id": 28935,
     "name": "Fortuna Health",
@@ -44836,6 +44708,45 @@
     "url": "https://www.ycombinator.com/companies/wordware",
     "api": "https://yc-oss.github.io/api/batches/s24/wordware.json"
   },
+  {
+    "id": 29657,
+    "name": "Azalea Robotics Corporation",
+    "slug": "azalea-robotics-corporation",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/a43d3ef392fa3a7d4ef89797c2972ddacbdd1b5c.png",
+    "website": "https://azalearobotics.com/",
+    "all_locations": "Berkeley, CA, USA",
+    "long_description": "Azalea Robotics automates airport baggage handling with intelligent robot operations. The global market for airport baggage handling systems is $20+ billion and growing, presenting a significant opportunity for innovation and market disruption in this sector.\r\n\r\n\r\nPassenger air traffic volume is increasing, driving demand for efficient and reliable baggage handling at airports and putting immense pressure on existing infrastructure. In 2023 alone, airports processed approximately 4.5 billion bags, highlighting the need for advanced solutions to manage this load effectively. Azalea Robotics provides state-of-the-art robotic systems that enhance efficiency, reduce mishandling, and improve passenger experience through more reliable operations.\r\n\r\n\r\nBaggage handling is a critical component of airline ground operations, yet it is fraught with challenges. The work is physically demanding, often leading to long-term injuries among workers. Traditional baggage handling involves repetitive lifting and maneuvering of heavy loads, which can result in long-term health issues. Azalea Robotics addresses these challenges by automating the most strenuous tasks, thereby reducing the risk of injury and enhancing operational efficiency.",
+    "one_liner": "Automating airport baggage handling with robots.",
+    "team_size": 2,
+    "industry": "Industrials",
+    "subindustry": "Industrials -> Manufacturing and Robotics",
+    "launched_at": 1723668106,
+    "tags": [],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": true,
+    "nonprofit": false,
+    "batch": "S24",
+    "status": "Active",
+    "industries": [
+      "Industrials",
+      "Manufacturing and Robotics"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada",
+      "Remote",
+      "Partly Remote"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/azalea-robotics-corporation",
+    "api": "https://yc-oss.github.io/api/batches/s24/azalea-robotics-corporation.json"
+  },
   {
     "id": 29659,
     "name": "Unbound Security",
@@ -45206,7 +45117,7 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/70cdd1fa78c63083ab6a70c63195a46e8f6cad04.png",
     "website": "https://paxai.com/",
     "all_locations": "",
-    "long_description": "Pax uses AI to automate import tax refunds (aka duty drawback) for retailers and manufacturers. We launched 4 weeks ago and have ~$200K in contracts.\r\n\r\nEach year, 80% of eligible refunds—equivalent to $11B—go unclaimed. Pax is the first AI-powered broker helping brands under $50M reclaim 3-5% of their revenue. Our algorithms generate 15% more refunds than the industry leader and reduce processing time by 99% with AI.\r\n\r\nWe are two technical founders: I got my PhD from MIT and, and was a former research scientist at Amazon & Flexport, where I encountered the problem firsthand. My co-founder Chris is a second-time founder and former software engineer at Amazon, Brex, and TikTok.",
+    "long_description": "Pax uses AI to automate import tax refunds (aka duty drawback) for retailers and manufacturers. We launched 4 weeks ago and have ~$200K in contracts.\r\n\r\nEach year, 80% of eligible refunds—equivalent to $15B—go unclaimed. Pax is the first AI-powered broker helping brands under $50M reclaim 3-5% of their revenue. Our algorithms generate 15% more refunds than the industry leader and reduce processing time by 99% with AI.\r\n\r\nWe are two technical founders: I got my PhD from MIT and, and was a former research scientist at Amazon & Flexport, where I encountered the problem firsthand. My co-founder Chris is a second-time founder and former software engineer at Amazon, Brex, and TikTok.",
     "one_liner": "AI Broker for Import Tax Refunds",
     "team_size": 2,
     "industry": "B2B",
diff --git a/industries/analytics.json b/industries/analytics.json
index 5d0cd74b6..c8d38f88d 100644
--- a/industries/analytics.json
+++ b/industries/analytics.json
@@ -3497,11 +3497,11 @@
     "subindustry": "B2B -> Analytics",
     "launched_at": 1664774205,
     "tags": [
+      "Artificial Intelligence",
       "Productivity",
       "Analytics",
       "Big Data",
-      "Data Visualization",
-      "AI"
+      "Data Visualization"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -4971,5 +4971,52 @@
     "question_answers": true,
     "url": "https://www.ycombinator.com/companies/zeit-ai",
     "api": "https://yc-oss.github.io/api/batches/s24/zeit-ai.json"
+  },
+  {
+    "id": 30017,
+    "name": "Riveter AI",
+    "slug": "riveter-ai",
+    "former_names": [
+      "Nervy",
+      "Haze AI",
+      "Lassen AI"
+    ],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/2451f6aef035ff59e0e614d0f60b6f728d45713a.png",
+    "website": "https://www.riveterhq.com/",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Riveter is the copilot for corporate strategy. We help growth stage companies like Gusto accelerate strategic decision making, using deep market research and analysis. \r\n\r\nRiveter's analysis includes extraction and segmentation of data from 10-Ks, Investor Day decks, and other official sources. We go beyond Capital IQ to extract and calculate key company-specific metrics like gross margins, CAC, CAC payback period, ACV, customer counts, and more.\r\n\r\nDive deeper into company documents and Riveter data with Peter, our AI Analyst.",
+    "one_liner": "The copilot for corporate strategy",
+    "team_size": 2,
+    "industry": "B2B",
+    "subindustry": "B2B",
+    "launched_at": 1731038423,
+    "tags": [
+      "Artificial Intelligence",
+      "B2B",
+      "Analytics",
+      "Market Research",
+      "AI"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "B2B",
+      "Analytics"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/riveter-ai",
+    "api": "https://yc-oss.github.io/api/batches/f24/riveter-ai.json"
   }
 ]
diff --git a/industries/b2b.json b/industries/b2b.json
index edd13107e..fea139b24 100644
--- a/industries/b2b.json
+++ b/industries/b2b.json
@@ -18837,7 +18837,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "W16",
     "status": "Active",
@@ -30314,7 +30314,7 @@
     "former_names": [
       "PyxAI"
     ],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/88a07182627899e0466f53c87e4cc47a87c1757d.png",
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/909aa10f7285a7759bb72929bd69ffcfa9047309.png",
     "website": "https://www.pyxai.com",
     "all_locations": "Boston, MA, USA; Remote",
     "long_description": "Pyxai helps organizations evaluate, identify and source top talent by focusing on the best indicators of long-term job success, soft skills. Our proprietary, AI driven assessment tool helps organizations increase retention by at least 30% all while reducing the time to hire by more than 50%.",
@@ -42184,7 +42184,7 @@
     "all_locations": "New York, NY, USA",
     "long_description": "Skio ($10M+ ARR in 3 years, profitable) is subscription management software for brands on Shopify. Customers include Liquid I.V., Milk Bar, Polaroid, Barstool, Unilever, KraveBeauty, Boba Tea Protein, & Siete.",
     "one_liner": "Subscriptions for Shopify",
-    "team_size": 46,
+    "team_size": 42,
     "industry": "B2B",
     "subindustry": "B2B -> Marketing",
     "launched_at": 1594268849,
@@ -58392,7 +58392,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "S21",
     "status": "Active",
@@ -60817,18 +60817,18 @@
     ],
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/e199391960ef734061b15304efdf0c3dd3b2524e.png",
     "website": "https://criya.co",
-    "all_locations": "San Francisco, CA, USA; San Jose, CA, USA",
-    "long_description": "Criya, a Y Combinator and venture backed AI startup that empowers anyone to create professional collateral in seconds. Criya AI makes you and your ideas look exceptional. Save hours by effortlessly creating perfectly designed, interactive and high converting collateral in seconds.\r\nComplete with on-brand, AI generated interactive landing pages, 1-pagers, presentation decks , built in engagement buttons, analytics, CRM, scheduler and more, Criya is a pivotal platform for entrepreneurs and sales professionals to capture prospects and decision makers within seconds.",
-    "one_liner": "Creating stunning professional collateral, in seconds, with AI",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Criya AI, a Y Combinator and venture backed AI startup is an intelligent content system that reads across all your data sources and in 1-click produces stunning, hyper-personalized client-ready assets, by combining research, branding, authoring and engagement analytics.\r\n\r\nOur AI Prospector replaces 85% of your account based marketing effort in 60 seconds. From market research to email/linkedin campaigns and landing page pitch decks, personalized for your specific buyer, we do it all in 1-click.",
+    "one_liner": "AI that builds GTM assets in seconds",
     "team_size": 5,
     "industry": "B2B",
     "subindustry": "B2B -> Sales",
     "launched_at": 1642290719,
     "tags": [
+      "Artificial Intelligence",
       "B2B",
       "Sales",
       "Sales Enablement",
-      "AI",
       "AI Assistant"
     ],
     "tags_highlighted": [],
@@ -72774,11 +72774,11 @@
     "subindustry": "B2B -> Analytics",
     "launched_at": 1664774205,
     "tags": [
+      "Artificial Intelligence",
       "Productivity",
       "Analytics",
       "Big Data",
-      "Data Visualization",
-      "AI"
+      "Data Visualization"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -73588,9 +73588,9 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/c0f30c988fde8ec60cc14e8c5cf656b62cd6d35d.png",
     "website": "https://numeralhq.com/",
     "all_locations": "San Francisco, CA, USA",
-    "long_description": "Numeral handles all aspects of sales tax from registration to remittance for e-commerce stores. We offer white-glove service so stores can get back to working on growing their business.",
-    "one_liner": "Ecommerce sales tax on autopilot. ",
-    "team_size": 20,
+    "long_description": "Numeral handles all aspects of sales tax from registration to remittance for SaaS and e-commerce stores. We offer complete, white-glove service end to end. ",
+    "one_liner": "SaaS & Ecommerce sales tax on autopilot. ",
+    "team_size": 25,
     "industry": "B2B",
     "subindustry": "B2B -> Finance and Accounting",
     "launched_at": 1672355505,
@@ -75642,9 +75642,9 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/72bfb13e14b0f43d68d0a7055eec27310d54f3c0.png",
     "website": "https://inkeep.com",
     "all_locations": "New York, NY, USA",
-    "long_description": "Inkeep helps turn your docs, help center, and other content into an AI search and support copilot for your product. Teams like Pinecone,  Anthropic, and Postman use Inkeep to improve self-help experiences and reduce support volume.",
-    "one_liner": "Turn your docs into a \"ChatGPT\"-like AI search and support copilot",
-    "team_size": 7,
+    "long_description": "Inkeep provides all the AI tools teams need to scale support: an assistant for users, a copilot for support teams, and an AI writer to identify and fix content gaps. \r\n\r\n\r\nTeams like Anthropic, Pinecone, and Postman trust Inkeep to help their users find what they need and get quick human support when they need it.",
+    "one_liner": "AI support you can trust.",
+    "team_size": 9,
     "industry": "B2B",
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1677660046,
@@ -77600,15 +77600,15 @@
     "all_locations": "San Francisco, CA, USA",
     "long_description": "Pylon is the modern alternative to Zendesk, Intercom, Freshdesk, and Salesforce Service Cloud. We help B2B companies track customer support issues across common B2B channels including shared Slack channels (Slack Connect), Microsoft Teams, email, in-app chat, ticket forms, Slack community, and more.\r\n\r\nHundreds of fast-growing YC companies of all sizes like Vellum, Hightouch, and Deel are customers.\r\n\r\nLearn more at usepylon.com",
     "one_liner": "The only customer support platform built for B2B.",
-    "team_size": 19,
+    "team_size": 20,
     "industry": "B2B",
     "subindustry": "B2B -> Operations",
     "launched_at": 1676268747,
     "tags": [
+      "Artificial Intelligence",
       "B2B",
       "Customer Success",
-      "Customer Support",
-      "AI"
+      "Customer Support"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -82780,9 +82780,9 @@
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1689362011,
     "tags": [
+      "Artificial Intelligence",
       "Generative AI",
-      "Health Tech",
-      "AI"
+      "Health Tech"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -90222,14 +90222,13 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/3d7390c9fddfe9a6cf41b3b323ffc04d09432fa0.png",
     "website": "https://www.bilanc.co",
     "all_locations": "London, England, United Kingdom",
-    "long_description": "An Engineering Management platform that connects to Github & Linear or JIRA, runs AI-Powered DevEx surveys, provides ongoing detailed reports for every engineer and team with specific references to work, and takes just 5 mins to set up. We're already helping engineering teams at companies like MoonPay deploy code 30% faster than before.",
+    "long_description": "AI-powered summaries for all your data in GitHub and Jira, plus intelligent surveys that give you full visibility and control over your engineering efficiency. And, it only takes 5 minutes to set up.",
     "one_liner": "Analytics for Data-Driven Engineering Management",
     "team_size": 2,
     "industry": "B2B",
     "subindustry": "B2B -> Analytics",
     "launched_at": 1701093428,
     "tags": [
-      "Developer Tools",
       "SaaS",
       "B2B",
       "Analytics",
@@ -97044,7 +97043,7 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/70cdd1fa78c63083ab6a70c63195a46e8f6cad04.png",
     "website": "https://paxai.com/",
     "all_locations": "",
-    "long_description": "Pax uses AI to automate import tax refunds (aka duty drawback) for retailers and manufacturers. We launched 4 weeks ago and have ~$200K in contracts.\r\n\r\nEach year, 80% of eligible refunds—equivalent to $11B—go unclaimed. Pax is the first AI-powered broker helping brands under $50M reclaim 3-5% of their revenue. Our algorithms generate 15% more refunds than the industry leader and reduce processing time by 99% with AI.\r\n\r\nWe are two technical founders: I got my PhD from MIT and, and was a former research scientist at Amazon & Flexport, where I encountered the problem firsthand. My co-founder Chris is a second-time founder and former software engineer at Amazon, Brex, and TikTok.",
+    "long_description": "Pax uses AI to automate import tax refunds (aka duty drawback) for retailers and manufacturers. We launched 4 weeks ago and have ~$200K in contracts.\r\n\r\nEach year, 80% of eligible refunds—equivalent to $15B—go unclaimed. Pax is the first AI-powered broker helping brands under $50M reclaim 3-5% of their revenue. Our algorithms generate 15% more refunds than the industry leader and reduce processing time by 99% with AI.\r\n\r\nWe are two technical founders: I got my PhD from MIT and, and was a former research scientist at Amazon & Flexport, where I encountered the problem firsthand. My co-founder Chris is a second-time founder and former software engineer at Amazon, Brex, and TikTok.",
     "one_liner": "AI Broker for Import Tax Refunds",
     "team_size": 2,
     "industry": "B2B",
@@ -100236,6 +100235,53 @@
     "url": "https://www.ycombinator.com/companies/andoria",
     "api": "https://yc-oss.github.io/api/batches/f24/andoria.json"
   },
+  {
+    "id": 30017,
+    "name": "Riveter AI",
+    "slug": "riveter-ai",
+    "former_names": [
+      "Nervy",
+      "Haze AI",
+      "Lassen AI"
+    ],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/2451f6aef035ff59e0e614d0f60b6f728d45713a.png",
+    "website": "https://www.riveterhq.com/",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Riveter is the copilot for corporate strategy. We help growth stage companies like Gusto accelerate strategic decision making, using deep market research and analysis. \r\n\r\nRiveter's analysis includes extraction and segmentation of data from 10-Ks, Investor Day decks, and other official sources. We go beyond Capital IQ to extract and calculate key company-specific metrics like gross margins, CAC, CAC payback period, ACV, customer counts, and more.\r\n\r\nDive deeper into company documents and Riveter data with Peter, our AI Analyst.",
+    "one_liner": "The copilot for corporate strategy",
+    "team_size": 2,
+    "industry": "B2B",
+    "subindustry": "B2B",
+    "launched_at": 1731038423,
+    "tags": [
+      "Artificial Intelligence",
+      "B2B",
+      "Analytics",
+      "Market Research",
+      "AI"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "B2B",
+      "Analytics"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/riveter-ai",
+    "api": "https://yc-oss.github.io/api/batches/f24/riveter-ai.json"
+  },
   {
     "id": 30018,
     "name": "Galini",
@@ -101156,14 +101202,13 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/7f1f18d8b47e8fea70cee789ba9bf7d88a9f5e2b.png",
     "website": "https://vly.ai",
     "all_locations": "San Francisco, CA, USA",
-    "long_description": "vly.ai makes your entire team technical. we build your web apps live, blending expert insights with automation to deliver faster growth, better performance, and updates at 5x less the cost.",
+    "long_description": "vly.ai makes your entire team technical. we're automating web development by blending expert insights with our models to deliver faster growth, better performance, and updates at 10x less the cost.",
     "one_liner": "The easiest way to build custom full-stack software without code",
     "team_size": 3,
     "industry": "B2B",
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1730684290,
     "tags": [
-      "AIOps",
       "Artificial Intelligence",
       "SaaS",
       "Enterprise Software",
@@ -101444,7 +101489,7 @@
     "name": "Fix AI",
     "slug": "fix-ai",
     "former_names": [],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/9881c8a31f6509e8b2a788b045dfbb1cee15e976.png",
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/d311ca85e929dc8b5d194b696d6bb373eee2633a.png",
     "website": "https://tryfix.ai",
     "all_locations": "San Francisco, CA, USA",
     "long_description": "Fix AI automates frontend QA testing using AI agents that simulate real users on websites. With simple natural language prompts, e.g. \"make sure the onboarding flow works\", our agents walk through flows and visually interact with the site to ensure critical bugs never reach users.",
diff --git a/industries/consumer.json b/industries/consumer.json
index 3c8e99150..41fdca27f 100644
--- a/industries/consumer.json
+++ b/industries/consumer.json
@@ -31385,7 +31385,7 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/b180100ca46fba5b88d5f7f8c9ef48ce2f462433.png",
     "website": "https://chowcentral.com",
     "all_locations": "Lagos, LA, Nigeria",
-    "long_description": "Founded in October 2022, Chow Central is building technology to disrupt the food industry in Nigeria. The goal is to profitably provide affordable food to as many people as possible. \r\n\r\nChow Central has launched its first product \"500chow\". A delivery-only restaurant that serves customers with quality best value meals. 500chow has 10x lower costs than traditional brick-and-mortar restaurants, and 10x more online orders. With an asset light approach, we have grown by partnering with existing commercial kitchens that have excess capacity.\r\n\r\nWe are very focused on solving real problems in the food industry one scalable product at a time.",
+    "long_description": "Founded in October 2022, Chow Central is building technology to disrupt the food industry in Nigeria. The goal is to profitably provide food to as many people as possible in record time. \r\n\r\nChow Central has launched its first product \"500chow\". A delivery-only quick service restaurant that serves customers in record time. 500chow has 10x lower costs than traditional brick-and-mortar restaurants, and 10x more online orders. \r\n\r\nOur customers love us for our super fast and cheaper deliveries. We are able to do this by launching hyper-locally within a 3km radius.\r\n\r\nWe are very focused on solving real problems in the food industry one scalable product at a time.",
     "one_liner": "Asset Light Chipotle for Africa",
     "team_size": null,
     "industry": "Consumer",
@@ -33432,6 +33432,46 @@
     "url": "https://www.ycombinator.com/companies/pearai",
     "api": "https://yc-oss.github.io/api/batches/f24/pearai.json"
   },
+  {
+    "id": 30030,
+    "name": "Encore",
+    "slug": "encore",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/3d010cda5e1d2ce7d7599631a5d9044149bb440e.png",
+    "website": "https://www.shopencore.ai/",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Encore is building the Perplexity for online shopping, with an initial emphasis on resale. We make it easy to find and manage unique treasures from across the internet. With our conversational search engine, you can seamlessly browse and refine your search across hundreds of resale platforms like Depop, eBay, Grailed, Poshmark, and more. Get inspired, follow product influencers, read unbiased reviews, receive styling tips, learn about trends, and even find items inspired by TV shows, movies, or social media—all in one place.",
+    "one_liner": "Perplexity for online shopping",
+    "team_size": 2,
+    "industry": "Consumer",
+    "subindustry": "Consumer",
+    "launched_at": 1731102747,
+    "tags": [
+      "Artificial Intelligence",
+      "Consumer",
+      "Retail Tech"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Consumer"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/encore",
+    "api": "https://yc-oss.github.io/api/batches/f24/encore.json"
+  },
   {
     "id": 30052,
     "name": "issen",
@@ -33597,5 +33637,46 @@
     "question_answers": false,
     "url": "https://www.ycombinator.com/companies/moonshine",
     "api": "https://yc-oss.github.io/api/batches/f24/moonshine.json"
+  },
+  {
+    "id": 30116,
+    "name": "Friday",
+    "slug": "friday",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/0790f4893f5452625413189631f2bb5967a2f0f4.png",
+    "website": "https://www.fridaymail.ai",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Email sucks. It takes forever to go through, and hiring an assistant is costly and invasive. Friday is building the assistant that learns how to predict the action that you will take on your emails, and does it for you.\r\n\r\nToday's email products try to help you go through your emails a little faster, but if you have to get through 1000 emails, those products doesn't do much for you. \r\n\r\nThe reality is, most of the emails you get don't require you to personally look at them. Friday completely eliminates the need to check those emails, and handles them all at once for you, immediately. \r\n\r\nFriday is here to file away spam, sift through newsletters for important tidbits, text you important notifications, and reply to mundane emails, so that no matter how many thousands of emails are in your inbox, you'll just be left with the few emails that actually require your personal touch.\r\n\r\nGetting this right is difficult, so everyone else settles with trying to help you go through your email twice as fast. If you want to go 100x as fast, you shouldn't spend even a second on useless emails. \r\n\r\nFriday gets this right, bringing the elite experience of having a professional assistant to the entire world.",
+    "one_liner": "An assistant that understands your emails and handles them for you",
+    "team_size": 2,
+    "industry": "Consumer",
+    "subindustry": "B2B -> Productivity",
+    "launched_at": 1731106672,
+    "tags": [
+      "Artificial Intelligence",
+      "Productivity",
+      "Email",
+      "AI Assistant"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Consumer"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/friday",
+    "api": "https://yc-oss.github.io/api/batches/f24/friday.json"
   }
 ]
diff --git a/industries/drug-discovery-and-delivery.json b/industries/drug-discovery-and-delivery.json
index 8febe2d8e..66c4b2cc0 100644
--- a/industries/drug-discovery-and-delivery.json
+++ b/industries/drug-discovery-and-delivery.json
@@ -1874,5 +1874,47 @@
     "question_answers": false,
     "url": "https://www.ycombinator.com/companies/biocartesian",
     "api": "https://yc-oss.github.io/api/batches/s24/biocartesian.json"
+  },
+  {
+    "id": 30049,
+    "name": "Reticular",
+    "slug": "reticular",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/ba610e03d29aed213ec8a5a30c0b4380b28f63d4.png",
+    "website": "https://reticular.ai",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Reticular helps pharma companies discover drugs with AI models like AlphaFold by making them steerable, just like you can prompt LLMs. Today, limited validation data means companies spend millions on failed experiments trying to steer these models through trial and error. We’re piloting our AI interpretability technology with early-stage biotechs and scaling rapidly. Just a week after our pivot, we identified the first interpretable features ever found in protein models, allowing precise control over biological functions.\r\n\r\nNithin and John met competing in Biology Olympiads before spending 4 years as roommates at MIT publishing ML/bio research in NeurIPS and Nature. We believe biological models encode far more information than anyone is currently using - our goal is to unlock this potential.",
+    "one_liner": "Steerable and interpretable AI for protein design",
+    "team_size": 2,
+    "industry": "Healthcare",
+    "subindustry": "Healthcare -> Healthcare IT",
+    "launched_at": 1731023720,
+    "tags": [
+      "AI-powered Drug Discovery",
+      "Generative AI",
+      "Biotech",
+      "Therapeutics"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Healthcare",
+      "Drug Discovery and Delivery"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/reticular",
+    "api": "https://yc-oss.github.io/api/batches/f24/reticular.json"
   }
 ]
diff --git a/industries/education.json b/industries/education.json
index fb48126ce..3738cd9f6 100644
--- a/industries/education.json
+++ b/industries/education.json
@@ -6057,8 +6057,8 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/69a056671cad88163e6595a353c8c320e58148a5.png",
     "website": "https://www.turingcollege.com/",
     "all_locations": "Vilnius, Vilnius County, Lithuania",
-    "long_description": "Turing College is an online AI college for busy professionals. As a constituent college affiliated with Woolf, a higher education institution in the European Union, we bring world-class programs driven by Google-level engineers to Cambridge University PhDs.",
-    "one_liner": "An Online AI College for busy professionals",
+    "long_description": "Turing College is an online AI-driven school for busy professionals. We upskill & reskill in data science & AI, analytics, marketing and programming in 3-12 months with 1on1 support and flexibility.",
+    "one_liner": "AI-driven online tech school for busy professionals",
     "team_size": 50,
     "industry": "Education",
     "subindustry": "Education",
diff --git a/industries/engineering-product-and-design.json b/industries/engineering-product-and-design.json
index 3ad7478bd..fcbd9982f 100644
--- a/industries/engineering-product-and-design.json
+++ b/industries/engineering-product-and-design.json
@@ -14388,9 +14388,9 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/72bfb13e14b0f43d68d0a7055eec27310d54f3c0.png",
     "website": "https://inkeep.com",
     "all_locations": "New York, NY, USA",
-    "long_description": "Inkeep helps turn your docs, help center, and other content into an AI search and support copilot for your product. Teams like Pinecone,  Anthropic, and Postman use Inkeep to improve self-help experiences and reduce support volume.",
-    "one_liner": "Turn your docs into a \"ChatGPT\"-like AI search and support copilot",
-    "team_size": 7,
+    "long_description": "Inkeep provides all the AI tools teams need to scale support: an assistant for users, a copilot for support teams, and an AI writer to identify and fix content gaps. \r\n\r\n\r\nTeams like Anthropic, Pinecone, and Postman trust Inkeep to help their users find what they need and get quick human support when they need it.",
+    "one_liner": "AI support you can trust.",
+    "team_size": 9,
     "industry": "B2B",
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1677660046,
@@ -21073,14 +21073,13 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/7f1f18d8b47e8fea70cee789ba9bf7d88a9f5e2b.png",
     "website": "https://vly.ai",
     "all_locations": "San Francisco, CA, USA",
-    "long_description": "vly.ai makes your entire team technical. we build your web apps live, blending expert insights with automation to deliver faster growth, better performance, and updates at 5x less the cost.",
+    "long_description": "vly.ai makes your entire team technical. we're automating web development by blending expert insights with our models to deliver faster growth, better performance, and updates at 10x less the cost.",
     "one_liner": "The easiest way to build custom full-stack software without code",
     "team_size": 3,
     "industry": "B2B",
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1730684290,
     "tags": [
-      "AIOps",
       "Artificial Intelligence",
       "SaaS",
       "Enterprise Software",
@@ -21149,7 +21148,7 @@
     "name": "Fix AI",
     "slug": "fix-ai",
     "former_names": [],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/9881c8a31f6509e8b2a788b045dfbb1cee15e976.png",
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/d311ca85e929dc8b5d194b696d6bb373eee2633a.png",
     "website": "https://tryfix.ai",
     "all_locations": "San Francisco, CA, USA",
     "long_description": "Fix AI automates frontend QA testing using AI agents that simulate real users on websites. With simple natural language prompts, e.g. \"make sure the onboarding flow works\", our agents walk through flows and visually interact with the site to ensure critical bugs never reach users.",
diff --git a/industries/finance-and-accounting.json b/industries/finance-and-accounting.json
index 882aa2478..6c5188344 100644
--- a/industries/finance-and-accounting.json
+++ b/industries/finance-and-accounting.json
@@ -643,7 +643,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "W16",
     "status": "Active",
@@ -3465,9 +3465,9 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/c0f30c988fde8ec60cc14e8c5cf656b62cd6d35d.png",
     "website": "https://numeralhq.com/",
     "all_locations": "San Francisco, CA, USA",
-    "long_description": "Numeral handles all aspects of sales tax from registration to remittance for e-commerce stores. We offer white-glove service so stores can get back to working on growing their business.",
-    "one_liner": "Ecommerce sales tax on autopilot. ",
-    "team_size": 20,
+    "long_description": "Numeral handles all aspects of sales tax from registration to remittance for SaaS and e-commerce stores. We offer complete, white-glove service end to end. ",
+    "one_liner": "SaaS & Ecommerce sales tax on autopilot. ",
+    "team_size": 25,
     "industry": "B2B",
     "subindustry": "B2B -> Finance and Accounting",
     "launched_at": 1672355505,
@@ -4281,14 +4281,13 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/3d7390c9fddfe9a6cf41b3b323ffc04d09432fa0.png",
     "website": "https://www.bilanc.co",
     "all_locations": "London, England, United Kingdom",
-    "long_description": "An Engineering Management platform that connects to Github & Linear or JIRA, runs AI-Powered DevEx surveys, provides ongoing detailed reports for every engineer and team with specific references to work, and takes just 5 mins to set up. We're already helping engineering teams at companies like MoonPay deploy code 30% faster than before.",
+    "long_description": "AI-powered summaries for all your data in GitHub and Jira, plus intelligent surveys that give you full visibility and control over your engineering efficiency. And, it only takes 5 minutes to set up.",
     "one_liner": "Analytics for Data-Driven Engineering Management",
     "team_size": 2,
     "industry": "B2B",
     "subindustry": "B2B -> Analytics",
     "launched_at": 1701093428,
     "tags": [
-      "Developer Tools",
       "SaaS",
       "B2B",
       "Analytics",
diff --git a/industries/fintech.json b/industries/fintech.json
index 530e61cb1..82d9838f4 100644
--- a/industries/fintech.json
+++ b/industries/fintech.json
@@ -22387,7 +22387,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "S23",
     "status": "Active",
diff --git a/industries/food-and-beverage.json b/industries/food-and-beverage.json
index 027d7c8c1..571c6cb0b 100644
--- a/industries/food-and-beverage.json
+++ b/industries/food-and-beverage.json
@@ -4051,7 +4051,7 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/b180100ca46fba5b88d5f7f8c9ef48ce2f462433.png",
     "website": "https://chowcentral.com",
     "all_locations": "Lagos, LA, Nigeria",
-    "long_description": "Founded in October 2022, Chow Central is building technology to disrupt the food industry in Nigeria. The goal is to profitably provide affordable food to as many people as possible. \r\n\r\nChow Central has launched its first product \"500chow\". A delivery-only restaurant that serves customers with quality best value meals. 500chow has 10x lower costs than traditional brick-and-mortar restaurants, and 10x more online orders. With an asset light approach, we have grown by partnering with existing commercial kitchens that have excess capacity.\r\n\r\nWe are very focused on solving real problems in the food industry one scalable product at a time.",
+    "long_description": "Founded in October 2022, Chow Central is building technology to disrupt the food industry in Nigeria. The goal is to profitably provide food to as many people as possible in record time. \r\n\r\nChow Central has launched its first product \"500chow\". A delivery-only quick service restaurant that serves customers in record time. 500chow has 10x lower costs than traditional brick-and-mortar restaurants, and 10x more online orders. \r\n\r\nOur customers love us for our super fast and cheaper deliveries. We are able to do this by launching hyper-locally within a 3km radius.\r\n\r\nWe are very focused on solving real problems in the food industry one scalable product at a time.",
     "one_liner": "Asset Light Chipotle for Africa",
     "team_size": null,
     "industry": "Consumer",
diff --git a/industries/healthcare.json b/industries/healthcare.json
index 6aea34966..997a9d470 100644
--- a/industries/healthcare.json
+++ b/industries/healthcare.json
@@ -25491,6 +25491,48 @@
     "url": "https://www.ycombinator.com/companies/astrix-health",
     "api": "https://yc-oss.github.io/api/batches/f24/astrix-health.json"
   },
+  {
+    "id": 30049,
+    "name": "Reticular",
+    "slug": "reticular",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/ba610e03d29aed213ec8a5a30c0b4380b28f63d4.png",
+    "website": "https://reticular.ai",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Reticular helps pharma companies discover drugs with AI models like AlphaFold by making them steerable, just like you can prompt LLMs. Today, limited validation data means companies spend millions on failed experiments trying to steer these models through trial and error. We’re piloting our AI interpretability technology with early-stage biotechs and scaling rapidly. Just a week after our pivot, we identified the first interpretable features ever found in protein models, allowing precise control over biological functions.\r\n\r\nNithin and John met competing in Biology Olympiads before spending 4 years as roommates at MIT publishing ML/bio research in NeurIPS and Nature. We believe biological models encode far more information than anyone is currently using - our goal is to unlock this potential.",
+    "one_liner": "Steerable and interpretable AI for protein design",
+    "team_size": 2,
+    "industry": "Healthcare",
+    "subindustry": "Healthcare -> Healthcare IT",
+    "launched_at": 1731023720,
+    "tags": [
+      "AI-powered Drug Discovery",
+      "Generative AI",
+      "Biotech",
+      "Therapeutics"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Healthcare",
+      "Drug Discovery and Delivery"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/reticular",
+    "api": "https://yc-oss.github.io/api/batches/f24/reticular.json"
+  },
   {
     "id": 30118,
     "name": "Ember Copilot",
diff --git a/industries/industrials.json b/industries/industrials.json
index 08567d758..9d0a83de1 100644
--- a/industries/industrials.json
+++ b/industries/industrials.json
@@ -4129,7 +4129,7 @@
     "all_locations": "Toronto, ON, Canada",
     "long_description": "Trexo Robotics is building wearable robotic legs to help people walk, starting with childing with Cerebral Palsy. Our product allows children with disabilities like Cerebral Palsy, to walk, in many cases for the first time in their lives. Trexo was started when Manmeet found that his nephew was born with Cerebral Palsy and would never be able to walk. They are already commercial with customers all over US and Canada. Their vision is to replace the wheelchair, for children, adults, and the elderly. ",
     "one_liner": "Wearable robots to help people walk, starting with children with…",
-    "team_size": 12,
+    "team_size": 30,
     "industry": "Industrials",
     "subindustry": "Industrials -> Manufacturing and Robotics",
     "launched_at": 1540953087,
@@ -6882,7 +6882,8 @@
     "tags": [
       "Robotic Process Automation",
       "Robotics",
-      "Construction"
+      "Construction",
+      "Housing"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -10533,7 +10534,7 @@
     "former_names": [],
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/a43d3ef392fa3a7d4ef89797c2972ddacbdd1b5c.png",
     "website": "https://azalearobotics.com/",
-    "all_locations": "",
+    "all_locations": "Berkeley, CA, USA",
     "long_description": "Azalea Robotics automates airport baggage handling with intelligent robot operations. The global market for airport baggage handling systems is $20+ billion and growing, presenting a significant opportunity for innovation and market disruption in this sector.\r\n\r\n\r\nPassenger air traffic volume is increasing, driving demand for efficient and reliable baggage handling at airports and putting immense pressure on existing infrastructure. In 2023 alone, airports processed approximately 4.5 billion bags, highlighting the need for advanced solutions to manage this load effectively. Azalea Robotics provides state-of-the-art robotic systems that enhance efficiency, reduce mishandling, and improve passenger experience through more reliable operations.\r\n\r\n\r\nBaggage handling is a critical component of airline ground operations, yet it is fraught with challenges. The work is physically demanding, often leading to long-term injuries among workers. Traditional baggage handling involves repetitive lifting and maneuvering of heavy loads, which can result in long-term health issues. Azalea Robotics addresses these challenges by automating the most strenuous tasks, thereby reducing the risk of injury and enhancing operational efficiency.",
     "one_liner": "Automating airport baggage handling with robots.",
     "team_size": 2,
@@ -10543,7 +10544,7 @@
     "tags": [],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": false,
+    "isHiring": true,
     "nonprofit": false,
     "batch": "S24",
     "status": "Active",
@@ -10552,6 +10553,8 @@
       "Manufacturing and Robotics"
     ],
     "regions": [
+      "United States of America",
+      "America / Canada",
       "Remote",
       "Partly Remote"
     ],
diff --git a/industries/manufacturing-and-robotics.json b/industries/manufacturing-and-robotics.json
index f13866e78..07e71e291 100644
--- a/industries/manufacturing-and-robotics.json
+++ b/industries/manufacturing-and-robotics.json
@@ -1018,7 +1018,7 @@
     "all_locations": "Toronto, ON, Canada",
     "long_description": "Trexo Robotics is building wearable robotic legs to help people walk, starting with childing with Cerebral Palsy. Our product allows children with disabilities like Cerebral Palsy, to walk, in many cases for the first time in their lives. Trexo was started when Manmeet found that his nephew was born with Cerebral Palsy and would never be able to walk. They are already commercial with customers all over US and Canada. Their vision is to replace the wheelchair, for children, adults, and the elderly. ",
     "one_liner": "Wearable robots to help people walk, starting with children with…",
-    "team_size": 12,
+    "team_size": 30,
     "industry": "Industrials",
     "subindustry": "Industrials -> Manufacturing and Robotics",
     "launched_at": 1540953087,
@@ -1860,7 +1860,8 @@
     "tags": [
       "Robotic Process Automation",
       "Robotics",
-      "Construction"
+      "Construction",
+      "Housing"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -2362,7 +2363,7 @@
     "former_names": [],
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/a43d3ef392fa3a7d4ef89797c2972ddacbdd1b5c.png",
     "website": "https://azalearobotics.com/",
-    "all_locations": "",
+    "all_locations": "Berkeley, CA, USA",
     "long_description": "Azalea Robotics automates airport baggage handling with intelligent robot operations. The global market for airport baggage handling systems is $20+ billion and growing, presenting a significant opportunity for innovation and market disruption in this sector.\r\n\r\n\r\nPassenger air traffic volume is increasing, driving demand for efficient and reliable baggage handling at airports and putting immense pressure on existing infrastructure. In 2023 alone, airports processed approximately 4.5 billion bags, highlighting the need for advanced solutions to manage this load effectively. Azalea Robotics provides state-of-the-art robotic systems that enhance efficiency, reduce mishandling, and improve passenger experience through more reliable operations.\r\n\r\n\r\nBaggage handling is a critical component of airline ground operations, yet it is fraught with challenges. The work is physically demanding, often leading to long-term injuries among workers. Traditional baggage handling involves repetitive lifting and maneuvering of heavy loads, which can result in long-term health issues. Azalea Robotics addresses these challenges by automating the most strenuous tasks, thereby reducing the risk of injury and enhancing operational efficiency.",
     "one_liner": "Automating airport baggage handling with robots.",
     "team_size": 2,
@@ -2372,7 +2373,7 @@
     "tags": [],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": false,
+    "isHiring": true,
     "nonprofit": false,
     "batch": "S24",
     "status": "Active",
@@ -2381,6 +2382,8 @@
       "Manufacturing and Robotics"
     ],
     "regions": [
+      "United States of America",
+      "America / Canada",
       "Remote",
       "Partly Remote"
     ],
diff --git a/industries/marketing.json b/industries/marketing.json
index 73510912b..f54b7987d 100644
--- a/industries/marketing.json
+++ b/industries/marketing.json
@@ -3546,7 +3546,7 @@
     "all_locations": "New York, NY, USA",
     "long_description": "Skio ($10M+ ARR in 3 years, profitable) is subscription management software for brands on Shopify. Customers include Liquid I.V., Milk Bar, Polaroid, Barstool, Unilever, KraveBeauty, Boba Tea Protein, & Siete.",
     "one_liner": "Subscriptions for Shopify",
-    "team_size": 46,
+    "team_size": 42,
     "industry": "B2B",
     "subindustry": "B2B -> Marketing",
     "launched_at": 1594268849,
diff --git a/industries/operations.json b/industries/operations.json
index 76ac7c677..70691a3df 100644
--- a/industries/operations.json
+++ b/industries/operations.json
@@ -2851,7 +2851,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "S21",
     "status": "Active",
@@ -3693,15 +3693,15 @@
     "all_locations": "San Francisco, CA, USA",
     "long_description": "Pylon is the modern alternative to Zendesk, Intercom, Freshdesk, and Salesforce Service Cloud. We help B2B companies track customer support issues across common B2B channels including shared Slack channels (Slack Connect), Microsoft Teams, email, in-app chat, ticket forms, Slack community, and more.\r\n\r\nHundreds of fast-growing YC companies of all sizes like Vellum, Hightouch, and Deel are customers.\r\n\r\nLearn more at usepylon.com",
     "one_liner": "The only customer support platform built for B2B.",
-    "team_size": 19,
+    "team_size": 20,
     "industry": "B2B",
     "subindustry": "B2B -> Operations",
     "launched_at": 1676268747,
     "tags": [
+      "Artificial Intelligence",
       "B2B",
       "Customer Success",
-      "Customer Support",
-      "AI"
+      "Customer Support"
     ],
     "tags_highlighted": [],
     "top_company": false,
diff --git a/industries/recruiting-and-talent.json b/industries/recruiting-and-talent.json
index 9ae842ac8..4c61ea321 100644
--- a/industries/recruiting-and-talent.json
+++ b/industries/recruiting-and-talent.json
@@ -1663,7 +1663,7 @@
     "former_names": [
       "PyxAI"
     ],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/88a07182627899e0466f53c87e4cc47a87c1757d.png",
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/909aa10f7285a7759bb72929bd69ffcfa9047309.png",
     "website": "https://www.pyxai.com",
     "all_locations": "Boston, MA, USA; Remote",
     "long_description": "Pyxai helps organizations evaluate, identify and source top talent by focusing on the best indicators of long-term job success, soft skills. Our proprietary, AI driven assessment tool helps organizations increase retention by at least 30% all while reducing the time to hire by more than 50%.",
diff --git a/industries/sales.json b/industries/sales.json
index 571d828c8..9227050b4 100644
--- a/industries/sales.json
+++ b/industries/sales.json
@@ -2512,18 +2512,18 @@
     ],
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/e199391960ef734061b15304efdf0c3dd3b2524e.png",
     "website": "https://criya.co",
-    "all_locations": "San Francisco, CA, USA; San Jose, CA, USA",
-    "long_description": "Criya, a Y Combinator and venture backed AI startup that empowers anyone to create professional collateral in seconds. Criya AI makes you and your ideas look exceptional. Save hours by effortlessly creating perfectly designed, interactive and high converting collateral in seconds.\r\nComplete with on-brand, AI generated interactive landing pages, 1-pagers, presentation decks , built in engagement buttons, analytics, CRM, scheduler and more, Criya is a pivotal platform for entrepreneurs and sales professionals to capture prospects and decision makers within seconds.",
-    "one_liner": "Creating stunning professional collateral, in seconds, with AI",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Criya AI, a Y Combinator and venture backed AI startup is an intelligent content system that reads across all your data sources and in 1-click produces stunning, hyper-personalized client-ready assets, by combining research, branding, authoring and engagement analytics.\r\n\r\nOur AI Prospector replaces 85% of your account based marketing effort in 60 seconds. From market research to email/linkedin campaigns and landing page pitch decks, personalized for your specific buyer, we do it all in 1-click.",
+    "one_liner": "AI that builds GTM assets in seconds",
     "team_size": 5,
     "industry": "B2B",
     "subindustry": "B2B -> Sales",
     "launched_at": 1642290719,
     "tags": [
+      "Artificial Intelligence",
       "B2B",
       "Sales",
       "Sales Enablement",
-      "AI",
       "AI Assistant"
     ],
     "tags_highlighted": [],
diff --git a/industries/supply-chain-and-logistics.json b/industries/supply-chain-and-logistics.json
index 03fb3cbd3..1f0f6b184 100644
--- a/industries/supply-chain-and-logistics.json
+++ b/industries/supply-chain-and-logistics.json
@@ -4871,7 +4871,7 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/70cdd1fa78c63083ab6a70c63195a46e8f6cad04.png",
     "website": "https://paxai.com/",
     "all_locations": "",
-    "long_description": "Pax uses AI to automate import tax refunds (aka duty drawback) for retailers and manufacturers. We launched 4 weeks ago and have ~$200K in contracts.\r\n\r\nEach year, 80% of eligible refunds—equivalent to $11B—go unclaimed. Pax is the first AI-powered broker helping brands under $50M reclaim 3-5% of their revenue. Our algorithms generate 15% more refunds than the industry leader and reduce processing time by 99% with AI.\r\n\r\nWe are two technical founders: I got my PhD from MIT and, and was a former research scientist at Amazon & Flexport, where I encountered the problem firsthand. My co-founder Chris is a second-time founder and former software engineer at Amazon, Brex, and TikTok.",
+    "long_description": "Pax uses AI to automate import tax refunds (aka duty drawback) for retailers and manufacturers. We launched 4 weeks ago and have ~$200K in contracts.\r\n\r\nEach year, 80% of eligible refunds—equivalent to $15B—go unclaimed. Pax is the first AI-powered broker helping brands under $50M reclaim 3-5% of their revenue. Our algorithms generate 15% more refunds than the industry leader and reduce processing time by 99% with AI.\r\n\r\nWe are two technical founders: I got my PhD from MIT and, and was a former research scientist at Amazon & Flexport, where I encountered the problem firsthand. My co-founder Chris is a second-time founder and former software engineer at Amazon, Brex, and TikTok.",
     "one_liner": "AI Broker for Import Tax Refunds",
     "team_size": 2,
     "industry": "B2B",
diff --git a/meta.json b/meta.json
index 82fa4d492..6d78b4160 100644
--- a/meta.json
+++ b/meta.json
@@ -1,10 +1,10 @@
 {
-  "last_updated": "2024-11-08T00:48:22.636Z",
+  "last_updated": "2024-11-09T00:46:44.956Z",
   "readme": "https://github.com/yc-oss/api",
   "companies": {
     "all": {
       "name": "All launched companies",
-      "count": 4979,
+      "count": 4983,
       "api": "https://yc-oss.github.io/api/companies/all.json"
     },
     "top": {
@@ -34,7 +34,7 @@
     },
     "hiring": {
       "name": "Companies currently hiring",
-      "count": 1061,
+      "count": 1059,
       "api": "https://yc-oss.github.io/api/companies/hiring.json"
     }
   },
@@ -71,12 +71,12 @@
     },
     "ai": {
       "name": "AI",
-      "count": 464,
+      "count": 461,
       "api": "https://yc-oss.github.io/api/tags/ai.json"
     },
     "ai-assistant": {
       "name": "AI Assistant",
-      "count": 101,
+      "count": 102,
       "api": "https://yc-oss.github.io/api/tags/ai-assistant.json"
     },
     "ai-enhanced-learning": {
@@ -86,12 +86,12 @@
     },
     "ai-powered-drug-discovery": {
       "name": "AI-powered Drug Discovery",
-      "count": 34,
+      "count": 35,
       "api": "https://yc-oss.github.io/api/tags/ai-powered-drug-discovery.json"
     },
     "aiops": {
       "name": "AIOps",
-      "count": 39,
+      "count": 38,
       "api": "https://yc-oss.github.io/api/tags/aiops.json"
     },
     "air-taxis": {
@@ -121,7 +121,7 @@
     },
     "analytics": {
       "name": "Analytics",
-      "count": 172,
+      "count": 173,
       "api": "https://yc-oss.github.io/api/tags/analytics.json"
     },
     "anti-aging": {
@@ -161,7 +161,7 @@
     },
     "artificial-intelligence": {
       "name": "Artificial Intelligence",
-      "count": 569,
+      "count": 576,
       "api": "https://yc-oss.github.io/api/tags/artificial-intelligence.json"
     },
     "assistive-tech": {
@@ -201,7 +201,7 @@
     },
     "b2b": {
       "name": "B2B",
-      "count": 963,
+      "count": 964,
       "api": "https://yc-oss.github.io/api/tags/b2b.json"
     },
     "banking-as-a-service": {
@@ -241,7 +241,7 @@
     },
     "biotech": {
       "name": "Biotech",
-      "count": 122,
+      "count": 123,
       "api": "https://yc-oss.github.io/api/tags/biotech.json"
     },
     "biotechnology": {
@@ -396,7 +396,7 @@
     },
     "consumer": {
       "name": "Consumer",
-      "count": 183,
+      "count": 184,
       "api": "https://yc-oss.github.io/api/tags/consumer.json"
     },
     "consumer-finance": {
@@ -586,7 +586,7 @@
     },
     "developer-tools": {
       "name": "Developer Tools",
-      "count": 474,
+      "count": 473,
       "api": "https://yc-oss.github.io/api/tags/developer-tools.json"
     },
     "devops": {
@@ -681,7 +681,7 @@
     },
     "email": {
       "name": "Email",
-      "count": 24,
+      "count": 25,
       "api": "https://yc-oss.github.io/api/tags/email.json"
     },
     "emerging-markets": {
@@ -821,7 +821,7 @@
     },
     "generative-ai": {
       "name": "Generative AI",
-      "count": 246,
+      "count": 247,
       "api": "https://yc-oss.github.io/api/tags/generative-ai.json"
     },
     "genetic-engineering": {
@@ -906,7 +906,7 @@
     },
     "housing": {
       "name": "Housing",
-      "count": 19,
+      "count": 20,
       "api": "https://yc-oss.github.io/api/tags/housing.json"
     },
     "hr-tech": {
@@ -1066,7 +1066,7 @@
     },
     "market-research": {
       "name": "Market Research",
-      "count": 11,
+      "count": 12,
       "api": "https://yc-oss.github.io/api/tags/market-research.json"
     },
     "marketing": {
@@ -1281,7 +1281,7 @@
     },
     "productivity": {
       "name": "Productivity",
-      "count": 141,
+      "count": 142,
       "api": "https://yc-oss.github.io/api/tags/productivity.json"
     },
     "proptech": {
@@ -1366,7 +1366,7 @@
     },
     "retail-tech": {
       "name": "Retail Tech",
-      "count": 17,
+      "count": 18,
       "api": "https://yc-oss.github.io/api/tags/retail-tech.json"
     },
     "reviews": {
@@ -1601,7 +1601,7 @@
     },
     "therapeutics": {
       "name": "Therapeutics",
-      "count": 43,
+      "count": 44,
       "api": "https://yc-oss.github.io/api/tags/therapeutics.json"
     },
     "ticketing": {
@@ -1693,7 +1693,7 @@
     },
     "analytics": {
       "name": "Analytics",
-      "count": 114,
+      "count": 115,
       "api": "https://yc-oss.github.io/api/industries/analytics.json"
     },
     "apparel-and-cosmetics": {
@@ -1718,7 +1718,7 @@
     },
     "b2b": {
       "name": "B2B",
-      "count": 2361,
+      "count": 2362,
       "api": "https://yc-oss.github.io/api/industries/b2b.json"
     },
     "banking-and-exchange": {
@@ -1738,7 +1738,7 @@
     },
     "consumer": {
       "name": "Consumer",
-      "count": 803,
+      "count": 805,
       "api": "https://yc-oss.github.io/api/industries/consumer.json"
     },
     "consumer-electronics": {
@@ -1778,7 +1778,7 @@
     },
     "drug-discovery-and-delivery": {
       "name": "Drug Discovery and Delivery",
-      "count": 43,
+      "count": 44,
       "api": "https://yc-oss.github.io/api/industries/drug-discovery-and-delivery.json"
     },
     "education": {
@@ -1823,7 +1823,7 @@
     },
     "healthcare": {
       "name": "Healthcare",
-      "count": 595,
+      "count": 596,
       "api": "https://yc-oss.github.io/api/industries/healthcare.json"
     },
     "healthcare-it": {
@@ -1990,7 +1990,7 @@
     },
     "f24": {
       "name": "F24",
-      "count": 57,
+      "count": 61,
       "api": "https://yc-oss.github.io/api/batches/f24.json"
     },
     "w23": {
diff --git a/tags/ai-assistant.json b/tags/ai-assistant.json
index 2993a7067..8ba234a7e 100644
--- a/tags/ai-assistant.json
+++ b/tags/ai-assistant.json
@@ -875,18 +875,18 @@
     ],
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/e199391960ef734061b15304efdf0c3dd3b2524e.png",
     "website": "https://criya.co",
-    "all_locations": "San Francisco, CA, USA; San Jose, CA, USA",
-    "long_description": "Criya, a Y Combinator and venture backed AI startup that empowers anyone to create professional collateral in seconds. Criya AI makes you and your ideas look exceptional. Save hours by effortlessly creating perfectly designed, interactive and high converting collateral in seconds.\r\nComplete with on-brand, AI generated interactive landing pages, 1-pagers, presentation decks , built in engagement buttons, analytics, CRM, scheduler and more, Criya is a pivotal platform for entrepreneurs and sales professionals to capture prospects and decision makers within seconds.",
-    "one_liner": "Creating stunning professional collateral, in seconds, with AI",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Criya AI, a Y Combinator and venture backed AI startup is an intelligent content system that reads across all your data sources and in 1-click produces stunning, hyper-personalized client-ready assets, by combining research, branding, authoring and engagement analytics.\r\n\r\nOur AI Prospector replaces 85% of your account based marketing effort in 60 seconds. From market research to email/linkedin campaigns and landing page pitch decks, personalized for your specific buyer, we do it all in 1-click.",
+    "one_liner": "AI that builds GTM assets in seconds",
     "team_size": 5,
     "industry": "B2B",
     "subindustry": "B2B -> Sales",
     "launched_at": 1642290719,
     "tags": [
+      "Artificial Intelligence",
       "B2B",
       "Sales",
       "Sales Enablement",
-      "AI",
       "AI Assistant"
     ],
     "tags_highlighted": [],
@@ -4502,5 +4502,46 @@
     "question_answers": false,
     "url": "https://www.ycombinator.com/companies/innate",
     "api": "https://yc-oss.github.io/api/batches/f24/innate.json"
+  },
+  {
+    "id": 30116,
+    "name": "Friday",
+    "slug": "friday",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/0790f4893f5452625413189631f2bb5967a2f0f4.png",
+    "website": "https://www.fridaymail.ai",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Email sucks. It takes forever to go through, and hiring an assistant is costly and invasive. Friday is building the assistant that learns how to predict the action that you will take on your emails, and does it for you.\r\n\r\nToday's email products try to help you go through your emails a little faster, but if you have to get through 1000 emails, those products doesn't do much for you. \r\n\r\nThe reality is, most of the emails you get don't require you to personally look at them. Friday completely eliminates the need to check those emails, and handles them all at once for you, immediately. \r\n\r\nFriday is here to file away spam, sift through newsletters for important tidbits, text you important notifications, and reply to mundane emails, so that no matter how many thousands of emails are in your inbox, you'll just be left with the few emails that actually require your personal touch.\r\n\r\nGetting this right is difficult, so everyone else settles with trying to help you go through your email twice as fast. If you want to go 100x as fast, you shouldn't spend even a second on useless emails. \r\n\r\nFriday gets this right, bringing the elite experience of having a professional assistant to the entire world.",
+    "one_liner": "An assistant that understands your emails and handles them for you",
+    "team_size": 2,
+    "industry": "Consumer",
+    "subindustry": "B2B -> Productivity",
+    "launched_at": 1731106672,
+    "tags": [
+      "Artificial Intelligence",
+      "Productivity",
+      "Email",
+      "AI Assistant"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Consumer"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/friday",
+    "api": "https://yc-oss.github.io/api/batches/f24/friday.json"
   }
 ]
diff --git a/tags/ai-powered-drug-discovery.json b/tags/ai-powered-drug-discovery.json
index ca3c65b19..df839693f 100644
--- a/tags/ai-powered-drug-discovery.json
+++ b/tags/ai-powered-drug-discovery.json
@@ -1471,5 +1471,47 @@
     "question_answers": false,
     "url": "https://www.ycombinator.com/companies/aminoanalytica",
     "api": "https://yc-oss.github.io/api/batches/s24/aminoanalytica.json"
+  },
+  {
+    "id": 30049,
+    "name": "Reticular",
+    "slug": "reticular",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/ba610e03d29aed213ec8a5a30c0b4380b28f63d4.png",
+    "website": "https://reticular.ai",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Reticular helps pharma companies discover drugs with AI models like AlphaFold by making them steerable, just like you can prompt LLMs. Today, limited validation data means companies spend millions on failed experiments trying to steer these models through trial and error. We’re piloting our AI interpretability technology with early-stage biotechs and scaling rapidly. Just a week after our pivot, we identified the first interpretable features ever found in protein models, allowing precise control over biological functions.\r\n\r\nNithin and John met competing in Biology Olympiads before spending 4 years as roommates at MIT publishing ML/bio research in NeurIPS and Nature. We believe biological models encode far more information than anyone is currently using - our goal is to unlock this potential.",
+    "one_liner": "Steerable and interpretable AI for protein design",
+    "team_size": 2,
+    "industry": "Healthcare",
+    "subindustry": "Healthcare -> Healthcare IT",
+    "launched_at": 1731023720,
+    "tags": [
+      "AI-powered Drug Discovery",
+      "Generative AI",
+      "Biotech",
+      "Therapeutics"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Healthcare",
+      "Drug Discovery and Delivery"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/reticular",
+    "api": "https://yc-oss.github.io/api/batches/f24/reticular.json"
   }
 ]
diff --git a/tags/ai.json b/tags/ai.json
index 62a69aac1..99e8d799a 100644
--- a/tags/ai.json
+++ b/tags/ai.json
@@ -5328,53 +5328,6 @@
     "url": "https://www.ycombinator.com/companies/instant-labs",
     "api": "https://yc-oss.github.io/api/batches/w22/instant-labs.json"
   },
-  {
-    "id": 25529,
-    "name": "Criya",
-    "slug": "roomplays",
-    "former_names": [
-      "RoomPlays"
-    ],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/e199391960ef734061b15304efdf0c3dd3b2524e.png",
-    "website": "https://criya.co",
-    "all_locations": "San Francisco, CA, USA; San Jose, CA, USA",
-    "long_description": "Criya, a Y Combinator and venture backed AI startup that empowers anyone to create professional collateral in seconds. Criya AI makes you and your ideas look exceptional. Save hours by effortlessly creating perfectly designed, interactive and high converting collateral in seconds.\r\nComplete with on-brand, AI generated interactive landing pages, 1-pagers, presentation decks , built in engagement buttons, analytics, CRM, scheduler and more, Criya is a pivotal platform for entrepreneurs and sales professionals to capture prospects and decision makers within seconds.",
-    "one_liner": "Creating stunning professional collateral, in seconds, with AI",
-    "team_size": 5,
-    "industry": "B2B",
-    "subindustry": "B2B -> Sales",
-    "launched_at": 1642290719,
-    "tags": [
-      "B2B",
-      "Sales",
-      "Sales Enablement",
-      "AI",
-      "AI Assistant"
-    ],
-    "tags_highlighted": [],
-    "top_company": false,
-    "isHiring": true,
-    "nonprofit": false,
-    "batch": "W22",
-    "status": "Active",
-    "industries": [
-      "B2B",
-      "Sales"
-    ],
-    "regions": [
-      "United States of America",
-      "America / Canada",
-      "Remote",
-      "Partly Remote"
-    ],
-    "stage": "Early",
-    "app_video_public": false,
-    "demo_day_video_public": false,
-    "app_answers": null,
-    "question_answers": false,
-    "url": "https://www.ycombinator.com/companies/roomplays",
-    "api": "https://yc-oss.github.io/api/batches/w22/roomplays.json"
-  },
   {
     "id": 25532,
     "name": "Fintelite",
@@ -8320,51 +8273,6 @@
     "url": "https://www.ycombinator.com/companies/credal-ai",
     "api": "https://yc-oss.github.io/api/batches/w23/credal-ai.json"
   },
-  {
-    "id": 27692,
-    "name": "Rollstack",
-    "slug": "rollstack-2",
-    "former_names": [],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/fd99f12f76a266177e14e70e980faa586211bdce.png",
-    "website": "https://www.rollstack.com",
-    "all_locations": "New York, NY, USA; Remote",
-    "long_description": "Who hasn't spent hours creating or updating slide decks and documents with the latest data? Teams spend between 5h and 12h per week updating slides and docs. And in 75% of the cases, slides are reused.\r\n\r\n• Rollstack allows teams to automatically create and update Google slides and PowerPoint presentations with the latest data from their BI tools, CRMs, and data warehouse. \r\n\r\n• Rollstack helps teams automate their business reviews, financial reporting, and client presentations by scheduling updates, creating decks programmatically, and version control.\r\n\r\n• Rollstack also generates insights automatically from your visualizations and datasets.",
-    "one_liner": "Automatically create and update data-driven slide decks and documents",
-    "team_size": 15,
-    "industry": "B2B",
-    "subindustry": "B2B -> Analytics",
-    "launched_at": 1664774205,
-    "tags": [
-      "Productivity",
-      "Analytics",
-      "Big Data",
-      "Data Visualization",
-      "AI"
-    ],
-    "tags_highlighted": [],
-    "top_company": false,
-    "isHiring": true,
-    "nonprofit": false,
-    "batch": "W23",
-    "status": "Active",
-    "industries": [
-      "B2B",
-      "Analytics"
-    ],
-    "regions": [
-      "United States of America",
-      "America / Canada",
-      "Remote",
-      "Fully Remote"
-    ],
-    "stage": "Early",
-    "app_video_public": false,
-    "demo_day_video_public": false,
-    "app_answers": null,
-    "question_answers": false,
-    "url": "https://www.ycombinator.com/companies/rollstack-2",
-    "api": "https://yc-oss.github.io/api/batches/w23/rollstack-2.json"
-  },
   {
     "id": 27694,
     "name": "Paperplane",
@@ -9261,9 +9169,9 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/72bfb13e14b0f43d68d0a7055eec27310d54f3c0.png",
     "website": "https://inkeep.com",
     "all_locations": "New York, NY, USA",
-    "long_description": "Inkeep helps turn your docs, help center, and other content into an AI search and support copilot for your product. Teams like Pinecone,  Anthropic, and Postman use Inkeep to improve self-help experiences and reduce support volume.",
-    "one_liner": "Turn your docs into a \"ChatGPT\"-like AI search and support copilot",
-    "team_size": 7,
+    "long_description": "Inkeep provides all the AI tools teams need to scale support: an assistant for users, a copilot for support teams, and an AI writer to identify and fix content gaps. \r\n\r\n\r\nTeams like Anthropic, Pinecone, and Postman trust Inkeep to help their users find what they need and get quick human support when they need it.",
+    "one_liner": "AI support you can trust.",
+    "team_size": 9,
     "industry": "B2B",
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1677660046,
@@ -9972,48 +9880,6 @@
     "url": "https://www.ycombinator.com/companies/superkalam",
     "api": "https://yc-oss.github.io/api/batches/w23/superkalam.json"
   },
-  {
-    "id": 28069,
-    "name": "Pylon",
-    "slug": "pylon-2",
-    "former_names": [],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/412a6b3ef532664df77532bc5d7ae3c1233de965.png",
-    "website": "https://usepylon.com/?utm_source=ycdirectory&utm_medium=yc",
-    "all_locations": "San Francisco, CA, USA",
-    "long_description": "Pylon is the modern alternative to Zendesk, Intercom, Freshdesk, and Salesforce Service Cloud. We help B2B companies track customer support issues across common B2B channels including shared Slack channels (Slack Connect), Microsoft Teams, email, in-app chat, ticket forms, Slack community, and more.\r\n\r\nHundreds of fast-growing YC companies of all sizes like Vellum, Hightouch, and Deel are customers.\r\n\r\nLearn more at usepylon.com",
-    "one_liner": "The only customer support platform built for B2B.",
-    "team_size": 19,
-    "industry": "B2B",
-    "subindustry": "B2B -> Operations",
-    "launched_at": 1676268747,
-    "tags": [
-      "B2B",
-      "Customer Success",
-      "Customer Support",
-      "AI"
-    ],
-    "tags_highlighted": [],
-    "top_company": false,
-    "isHiring": true,
-    "nonprofit": false,
-    "batch": "W23",
-    "status": "Active",
-    "industries": [
-      "B2B",
-      "Operations"
-    ],
-    "regions": [
-      "United States of America",
-      "America / Canada"
-    ],
-    "stage": "Early",
-    "app_video_public": true,
-    "demo_day_video_public": false,
-    "app_answers": null,
-    "question_answers": false,
-    "url": "https://www.ycombinator.com/companies/pylon-2",
-    "api": "https://yc-oss.github.io/api/batches/w23/pylon-2.json"
-  },
   {
     "id": 28071,
     "name": "Epsilon",
@@ -11524,53 +11390,6 @@
     "url": "https://www.ycombinator.com/companies/decoda-health",
     "api": "https://yc-oss.github.io/api/batches/s23/decoda-health.json"
   },
-  {
-    "id": 28893,
-    "name": "VetRec",
-    "slug": "vetrec",
-    "former_names": [
-      "Verba",
-      "Neum",
-      "Verba",
-      "Neum"
-    ],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/b431c0a63a44f00269d119fe4eabf718b56980ac.png",
-    "website": "https://vetrec.io",
-    "all_locations": "Seattle, WA, USA",
-    "long_description": "VetRec automates the process of taking clinical notes for veterinarians in a matter of seconds. Veterinarians should just review clinical notes, not spend time creating them. A visit with a pet is precious and 100% of the focus should be spent on the pet, not on notes. VetRec is the veterinarian's best friend.",
-    "one_liner": "AI Scribe for veterinarians. Saving time and improving patient care.",
-    "team_size": 6,
-    "industry": "B2B",
-    "subindustry": "B2B -> Engineering, Product and Design",
-    "launched_at": 1689362011,
-    "tags": [
-      "Generative AI",
-      "Health Tech",
-      "AI"
-    ],
-    "tags_highlighted": [],
-    "top_company": false,
-    "isHiring": true,
-    "nonprofit": false,
-    "batch": "S23",
-    "status": "Active",
-    "industries": [
-      "B2B"
-    ],
-    "regions": [
-      "United States of America",
-      "America / Canada",
-      "Remote",
-      "Partly Remote"
-    ],
-    "stage": "Early",
-    "app_video_public": false,
-    "demo_day_video_public": false,
-    "app_answers": null,
-    "question_answers": false,
-    "url": "https://www.ycombinator.com/companies/vetrec",
-    "api": "https://yc-oss.github.io/api/batches/s23/vetrec.json"
-  },
   {
     "id": 28896,
     "name": "GovernGPT",
@@ -11857,7 +11676,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "S23",
     "status": "Active",
@@ -20123,6 +19942,53 @@
     "url": "https://www.ycombinator.com/companies/dreamrp",
     "api": "https://yc-oss.github.io/api/batches/s24/dreamrp.json"
   },
+  {
+    "id": 30017,
+    "name": "Riveter AI",
+    "slug": "riveter-ai",
+    "former_names": [
+      "Nervy",
+      "Haze AI",
+      "Lassen AI"
+    ],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/2451f6aef035ff59e0e614d0f60b6f728d45713a.png",
+    "website": "https://www.riveterhq.com/",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Riveter is the copilot for corporate strategy. We help growth stage companies like Gusto accelerate strategic decision making, using deep market research and analysis. \r\n\r\nRiveter's analysis includes extraction and segmentation of data from 10-Ks, Investor Day decks, and other official sources. We go beyond Capital IQ to extract and calculate key company-specific metrics like gross margins, CAC, CAC payback period, ACV, customer counts, and more.\r\n\r\nDive deeper into company documents and Riveter data with Peter, our AI Analyst.",
+    "one_liner": "The copilot for corporate strategy",
+    "team_size": 2,
+    "industry": "B2B",
+    "subindustry": "B2B",
+    "launched_at": 1731038423,
+    "tags": [
+      "Artificial Intelligence",
+      "B2B",
+      "Analytics",
+      "Market Research",
+      "AI"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "B2B",
+      "Analytics"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/riveter-ai",
+    "api": "https://yc-oss.github.io/api/batches/f24/riveter-ai.json"
+  },
   {
     "id": 30028,
     "name": "Gait",
@@ -20542,7 +20408,7 @@
     "name": "Fix AI",
     "slug": "fix-ai",
     "former_names": [],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/9881c8a31f6509e8b2a788b045dfbb1cee15e976.png",
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/d311ca85e929dc8b5d194b696d6bb373eee2633a.png",
     "website": "https://tryfix.ai",
     "all_locations": "San Francisco, CA, USA",
     "long_description": "Fix AI automates frontend QA testing using AI agents that simulate real users on websites. With simple natural language prompts, e.g. \"make sure the onboarding flow works\", our agents walk through flows and visually interact with the site to ensure critical bugs never reach users.",
diff --git a/tags/aiops.json b/tags/aiops.json
index a0bc0f9e2..c24e77e36 100644
--- a/tags/aiops.json
+++ b/tags/aiops.json
@@ -1659,49 +1659,6 @@
     "url": "https://www.ycombinator.com/companies/vespper",
     "api": "https://yc-oss.github.io/api/batches/f24/vespper.json"
   },
-  {
-    "id": 30074,
-    "name": "vly.ai",
-    "slug": "vly-ai-2",
-    "former_names": [],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/7f1f18d8b47e8fea70cee789ba9bf7d88a9f5e2b.png",
-    "website": "https://vly.ai",
-    "all_locations": "San Francisco, CA, USA",
-    "long_description": "vly.ai makes your entire team technical. we build your web apps live, blending expert insights with automation to deliver faster growth, better performance, and updates at 5x less the cost.",
-    "one_liner": "The easiest way to build custom full-stack software without code",
-    "team_size": 3,
-    "industry": "B2B",
-    "subindustry": "B2B -> Engineering, Product and Design",
-    "launched_at": 1730684290,
-    "tags": [
-      "AIOps",
-      "Artificial Intelligence",
-      "SaaS",
-      "Enterprise Software",
-      "Web Development"
-    ],
-    "tags_highlighted": [],
-    "top_company": false,
-    "isHiring": false,
-    "nonprofit": false,
-    "batch": "F24",
-    "status": "Active",
-    "industries": [
-      "B2B",
-      "Engineering, Product and Design"
-    ],
-    "regions": [
-      "United States of America",
-      "America / Canada"
-    ],
-    "stage": "Early",
-    "app_video_public": false,
-    "demo_day_video_public": false,
-    "app_answers": null,
-    "question_answers": false,
-    "url": "https://www.ycombinator.com/companies/vly-ai-2",
-    "api": "https://yc-oss.github.io/api/batches/f24/vly-ai-2.json"
-  },
   {
     "id": 30114,
     "name": "Ryvn",
diff --git a/tags/analytics.json b/tags/analytics.json
index af93cc35b..5abcd5ee0 100644
--- a/tags/analytics.json
+++ b/tags/analytics.json
@@ -5497,11 +5497,11 @@
     "subindustry": "B2B -> Analytics",
     "launched_at": 1664774205,
     "tags": [
+      "Artificial Intelligence",
       "Productivity",
       "Analytics",
       "Big Data",
-      "Data Visualization",
-      "AI"
+      "Data Visualization"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -6956,14 +6956,13 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/3d7390c9fddfe9a6cf41b3b323ffc04d09432fa0.png",
     "website": "https://www.bilanc.co",
     "all_locations": "London, England, United Kingdom",
-    "long_description": "An Engineering Management platform that connects to Github & Linear or JIRA, runs AI-Powered DevEx surveys, provides ongoing detailed reports for every engineer and team with specific references to work, and takes just 5 mins to set up. We're already helping engineering teams at companies like MoonPay deploy code 30% faster than before.",
+    "long_description": "AI-powered summaries for all your data in GitHub and Jira, plus intelligent surveys that give you full visibility and control over your engineering efficiency. And, it only takes 5 minutes to set up.",
     "one_liner": "Analytics for Data-Driven Engineering Management",
     "team_size": 2,
     "industry": "B2B",
     "subindustry": "B2B -> Analytics",
     "launched_at": 1701093428,
     "tags": [
-      "Developer Tools",
       "SaaS",
       "B2B",
       "Analytics",
@@ -7479,5 +7478,52 @@
     "question_answers": true,
     "url": "https://www.ycombinator.com/companies/capitol-ai",
     "api": "https://yc-oss.github.io/api/batches/s24/capitol-ai.json"
+  },
+  {
+    "id": 30017,
+    "name": "Riveter AI",
+    "slug": "riveter-ai",
+    "former_names": [
+      "Nervy",
+      "Haze AI",
+      "Lassen AI"
+    ],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/2451f6aef035ff59e0e614d0f60b6f728d45713a.png",
+    "website": "https://www.riveterhq.com/",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Riveter is the copilot for corporate strategy. We help growth stage companies like Gusto accelerate strategic decision making, using deep market research and analysis. \r\n\r\nRiveter's analysis includes extraction and segmentation of data from 10-Ks, Investor Day decks, and other official sources. We go beyond Capital IQ to extract and calculate key company-specific metrics like gross margins, CAC, CAC payback period, ACV, customer counts, and more.\r\n\r\nDive deeper into company documents and Riveter data with Peter, our AI Analyst.",
+    "one_liner": "The copilot for corporate strategy",
+    "team_size": 2,
+    "industry": "B2B",
+    "subindustry": "B2B",
+    "launched_at": 1731038423,
+    "tags": [
+      "Artificial Intelligence",
+      "B2B",
+      "Analytics",
+      "Market Research",
+      "AI"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "B2B",
+      "Analytics"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/riveter-ai",
+    "api": "https://yc-oss.github.io/api/batches/f24/riveter-ai.json"
   }
 ]
diff --git a/tags/artificial-intelligence.json b/tags/artificial-intelligence.json
index 1f33cb613..81aea18a4 100644
--- a/tags/artificial-intelligence.json
+++ b/tags/artificial-intelligence.json
@@ -9940,6 +9940,53 @@
     "url": "https://www.ycombinator.com/companies/bobidi",
     "api": "https://yc-oss.github.io/api/batches/w22/bobidi.json"
   },
+  {
+    "id": 25529,
+    "name": "Criya",
+    "slug": "roomplays",
+    "former_names": [
+      "RoomPlays"
+    ],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/e199391960ef734061b15304efdf0c3dd3b2524e.png",
+    "website": "https://criya.co",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Criya AI, a Y Combinator and venture backed AI startup is an intelligent content system that reads across all your data sources and in 1-click produces stunning, hyper-personalized client-ready assets, by combining research, branding, authoring and engagement analytics.\r\n\r\nOur AI Prospector replaces 85% of your account based marketing effort in 60 seconds. From market research to email/linkedin campaigns and landing page pitch decks, personalized for your specific buyer, we do it all in 1-click.",
+    "one_liner": "AI that builds GTM assets in seconds",
+    "team_size": 5,
+    "industry": "B2B",
+    "subindustry": "B2B -> Sales",
+    "launched_at": 1642290719,
+    "tags": [
+      "Artificial Intelligence",
+      "B2B",
+      "Sales",
+      "Sales Enablement",
+      "AI Assistant"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": true,
+    "nonprofit": false,
+    "batch": "W22",
+    "status": "Active",
+    "industries": [
+      "B2B",
+      "Sales"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada",
+      "Remote",
+      "Partly Remote"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/roomplays",
+    "api": "https://yc-oss.github.io/api/batches/w22/roomplays.json"
+  },
   {
     "id": 25537,
     "name": "Cerebrium",
@@ -12998,6 +13045,51 @@
     "url": "https://www.ycombinator.com/companies/magic-patterns",
     "api": "https://yc-oss.github.io/api/batches/w23/magic-patterns.json"
   },
+  {
+    "id": 27692,
+    "name": "Rollstack",
+    "slug": "rollstack-2",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/fd99f12f76a266177e14e70e980faa586211bdce.png",
+    "website": "https://www.rollstack.com",
+    "all_locations": "New York, NY, USA; Remote",
+    "long_description": "Who hasn't spent hours creating or updating slide decks and documents with the latest data? Teams spend between 5h and 12h per week updating slides and docs. And in 75% of the cases, slides are reused.\r\n\r\n• Rollstack allows teams to automatically create and update Google slides and PowerPoint presentations with the latest data from their BI tools, CRMs, and data warehouse. \r\n\r\n• Rollstack helps teams automate their business reviews, financial reporting, and client presentations by scheduling updates, creating decks programmatically, and version control.\r\n\r\n• Rollstack also generates insights automatically from your visualizations and datasets.",
+    "one_liner": "Automatically create and update data-driven slide decks and documents",
+    "team_size": 15,
+    "industry": "B2B",
+    "subindustry": "B2B -> Analytics",
+    "launched_at": 1664774205,
+    "tags": [
+      "Artificial Intelligence",
+      "Productivity",
+      "Analytics",
+      "Big Data",
+      "Data Visualization"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": true,
+    "nonprofit": false,
+    "batch": "W23",
+    "status": "Active",
+    "industries": [
+      "B2B",
+      "Analytics"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada",
+      "Remote",
+      "Fully Remote"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/rollstack-2",
+    "api": "https://yc-oss.github.io/api/batches/w23/rollstack-2.json"
+  },
   {
     "id": 27697,
     "name": "Lume",
@@ -13692,9 +13784,9 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/72bfb13e14b0f43d68d0a7055eec27310d54f3c0.png",
     "website": "https://inkeep.com",
     "all_locations": "New York, NY, USA",
-    "long_description": "Inkeep helps turn your docs, help center, and other content into an AI search and support copilot for your product. Teams like Pinecone,  Anthropic, and Postman use Inkeep to improve self-help experiences and reduce support volume.",
-    "one_liner": "Turn your docs into a \"ChatGPT\"-like AI search and support copilot",
-    "team_size": 7,
+    "long_description": "Inkeep provides all the AI tools teams need to scale support: an assistant for users, a copilot for support teams, and an AI writer to identify and fix content gaps. \r\n\r\n\r\nTeams like Anthropic, Pinecone, and Postman trust Inkeep to help their users find what they need and get quick human support when they need it.",
+    "one_liner": "AI support you can trust.",
+    "team_size": 9,
     "industry": "B2B",
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1677660046,
@@ -14315,6 +14407,48 @@
     "url": "https://www.ycombinator.com/companies/coldreach",
     "api": "https://yc-oss.github.io/api/batches/w23/coldreach.json"
   },
+  {
+    "id": 28069,
+    "name": "Pylon",
+    "slug": "pylon-2",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/412a6b3ef532664df77532bc5d7ae3c1233de965.png",
+    "website": "https://usepylon.com/?utm_source=ycdirectory&utm_medium=yc",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Pylon is the modern alternative to Zendesk, Intercom, Freshdesk, and Salesforce Service Cloud. We help B2B companies track customer support issues across common B2B channels including shared Slack channels (Slack Connect), Microsoft Teams, email, in-app chat, ticket forms, Slack community, and more.\r\n\r\nHundreds of fast-growing YC companies of all sizes like Vellum, Hightouch, and Deel are customers.\r\n\r\nLearn more at usepylon.com",
+    "one_liner": "The only customer support platform built for B2B.",
+    "team_size": 20,
+    "industry": "B2B",
+    "subindustry": "B2B -> Operations",
+    "launched_at": 1676268747,
+    "tags": [
+      "Artificial Intelligence",
+      "B2B",
+      "Customer Success",
+      "Customer Support"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": true,
+    "nonprofit": false,
+    "batch": "W23",
+    "status": "Active",
+    "industries": [
+      "B2B",
+      "Operations"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": true,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/pylon-2",
+    "api": "https://yc-oss.github.io/api/batches/w23/pylon-2.json"
+  },
   {
     "id": 28077,
     "name": "Corgi Labs",
@@ -15730,6 +15864,53 @@
     "url": "https://www.ycombinator.com/companies/cleancard",
     "api": "https://yc-oss.github.io/api/batches/s23/cleancard.json"
   },
+  {
+    "id": 28893,
+    "name": "VetRec",
+    "slug": "vetrec",
+    "former_names": [
+      "Verba",
+      "Neum",
+      "Verba",
+      "Neum"
+    ],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/b431c0a63a44f00269d119fe4eabf718b56980ac.png",
+    "website": "https://vetrec.io",
+    "all_locations": "Seattle, WA, USA",
+    "long_description": "VetRec automates the process of taking clinical notes for veterinarians in a matter of seconds. Veterinarians should just review clinical notes, not spend time creating them. A visit with a pet is precious and 100% of the focus should be spent on the pet, not on notes. VetRec is the veterinarian's best friend.",
+    "one_liner": "AI Scribe for veterinarians. Saving time and improving patient care.",
+    "team_size": 6,
+    "industry": "B2B",
+    "subindustry": "B2B -> Engineering, Product and Design",
+    "launched_at": 1689362011,
+    "tags": [
+      "Artificial Intelligence",
+      "Generative AI",
+      "Health Tech"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": true,
+    "nonprofit": false,
+    "batch": "S23",
+    "status": "Active",
+    "industries": [
+      "B2B"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada",
+      "Remote",
+      "Partly Remote"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/vetrec",
+    "api": "https://yc-oss.github.io/api/batches/s23/vetrec.json"
+  },
   {
     "id": 28894,
     "name": "Lysto AI",
@@ -24602,6 +24783,53 @@
     "url": "https://www.ycombinator.com/companies/outerport",
     "api": "https://yc-oss.github.io/api/batches/s24/outerport.json"
   },
+  {
+    "id": 30017,
+    "name": "Riveter AI",
+    "slug": "riveter-ai",
+    "former_names": [
+      "Nervy",
+      "Haze AI",
+      "Lassen AI"
+    ],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/2451f6aef035ff59e0e614d0f60b6f728d45713a.png",
+    "website": "https://www.riveterhq.com/",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Riveter is the copilot for corporate strategy. We help growth stage companies like Gusto accelerate strategic decision making, using deep market research and analysis. \r\n\r\nRiveter's analysis includes extraction and segmentation of data from 10-Ks, Investor Day decks, and other official sources. We go beyond Capital IQ to extract and calculate key company-specific metrics like gross margins, CAC, CAC payback period, ACV, customer counts, and more.\r\n\r\nDive deeper into company documents and Riveter data with Peter, our AI Analyst.",
+    "one_liner": "The copilot for corporate strategy",
+    "team_size": 2,
+    "industry": "B2B",
+    "subindustry": "B2B",
+    "launched_at": 1731038423,
+    "tags": [
+      "Artificial Intelligence",
+      "B2B",
+      "Analytics",
+      "Market Research",
+      "AI"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "B2B",
+      "Analytics"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/riveter-ai",
+    "api": "https://yc-oss.github.io/api/batches/f24/riveter-ai.json"
+  },
   {
     "id": 30018,
     "name": "Galini",
@@ -24687,6 +24915,46 @@
     "url": "https://www.ycombinator.com/companies/pearai",
     "api": "https://yc-oss.github.io/api/batches/f24/pearai.json"
   },
+  {
+    "id": 30030,
+    "name": "Encore",
+    "slug": "encore",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/3d010cda5e1d2ce7d7599631a5d9044149bb440e.png",
+    "website": "https://www.shopencore.ai/",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Encore is building the Perplexity for online shopping, with an initial emphasis on resale. We make it easy to find and manage unique treasures from across the internet. With our conversational search engine, you can seamlessly browse and refine your search across hundreds of resale platforms like Depop, eBay, Grailed, Poshmark, and more. Get inspired, follow product influencers, read unbiased reviews, receive styling tips, learn about trends, and even find items inspired by TV shows, movies, or social media—all in one place.",
+    "one_liner": "Perplexity for online shopping",
+    "team_size": 2,
+    "industry": "Consumer",
+    "subindustry": "Consumer",
+    "launched_at": 1731102747,
+    "tags": [
+      "Artificial Intelligence",
+      "Consumer",
+      "Retail Tech"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Consumer"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/encore",
+    "api": "https://yc-oss.github.io/api/batches/f24/encore.json"
+  },
   {
     "id": 30038,
     "name": "Lightscreen AI",
@@ -24869,14 +25137,13 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/7f1f18d8b47e8fea70cee789ba9bf7d88a9f5e2b.png",
     "website": "https://vly.ai",
     "all_locations": "San Francisco, CA, USA",
-    "long_description": "vly.ai makes your entire team technical. we build your web apps live, blending expert insights with automation to deliver faster growth, better performance, and updates at 5x less the cost.",
+    "long_description": "vly.ai makes your entire team technical. we're automating web development by blending expert insights with our models to deliver faster growth, better performance, and updates at 10x less the cost.",
     "one_liner": "The easiest way to build custom full-stack software without code",
     "team_size": 3,
     "industry": "B2B",
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1730684290,
     "tags": [
-      "AIOps",
       "Artificial Intelligence",
       "SaaS",
       "Enterprise Software",
@@ -25037,7 +25304,7 @@
     "name": "Fix AI",
     "slug": "fix-ai",
     "former_names": [],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/9881c8a31f6509e8b2a788b045dfbb1cee15e976.png",
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/d311ca85e929dc8b5d194b696d6bb373eee2633a.png",
     "website": "https://tryfix.ai",
     "all_locations": "San Francisco, CA, USA",
     "long_description": "Fix AI automates frontend QA testing using AI agents that simulate real users on websites. With simple natural language prompts, e.g. \"make sure the onboarding flow works\", our agents walk through flows and visually interact with the site to ensure critical bugs never reach users.",
@@ -25073,6 +25340,47 @@
     "url": "https://www.ycombinator.com/companies/fix-ai",
     "api": "https://yc-oss.github.io/api/batches/f24/fix-ai.json"
   },
+  {
+    "id": 30116,
+    "name": "Friday",
+    "slug": "friday",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/0790f4893f5452625413189631f2bb5967a2f0f4.png",
+    "website": "https://www.fridaymail.ai",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Email sucks. It takes forever to go through, and hiring an assistant is costly and invasive. Friday is building the assistant that learns how to predict the action that you will take on your emails, and does it for you.\r\n\r\nToday's email products try to help you go through your emails a little faster, but if you have to get through 1000 emails, those products doesn't do much for you. \r\n\r\nThe reality is, most of the emails you get don't require you to personally look at them. Friday completely eliminates the need to check those emails, and handles them all at once for you, immediately. \r\n\r\nFriday is here to file away spam, sift through newsletters for important tidbits, text you important notifications, and reply to mundane emails, so that no matter how many thousands of emails are in your inbox, you'll just be left with the few emails that actually require your personal touch.\r\n\r\nGetting this right is difficult, so everyone else settles with trying to help you go through your email twice as fast. If you want to go 100x as fast, you shouldn't spend even a second on useless emails. \r\n\r\nFriday gets this right, bringing the elite experience of having a professional assistant to the entire world.",
+    "one_liner": "An assistant that understands your emails and handles them for you",
+    "team_size": 2,
+    "industry": "Consumer",
+    "subindustry": "B2B -> Productivity",
+    "launched_at": 1731106672,
+    "tags": [
+      "Artificial Intelligence",
+      "Productivity",
+      "Email",
+      "AI Assistant"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Consumer"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/friday",
+    "api": "https://yc-oss.github.io/api/batches/f24/friday.json"
+  },
   {
     "id": 30124,
     "name": "Helpcare AI",
diff --git a/tags/b2b.json b/tags/b2b.json
index 87e89bdd3..4a1e84eb7 100644
--- a/tags/b2b.json
+++ b/tags/b2b.json
@@ -5643,7 +5643,7 @@
     "former_names": [
       "PyxAI"
     ],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/88a07182627899e0466f53c87e4cc47a87c1757d.png",
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/909aa10f7285a7759bb72929bd69ffcfa9047309.png",
     "website": "https://www.pyxai.com",
     "all_locations": "Boston, MA, USA; Remote",
     "long_description": "Pyxai helps organizations evaluate, identify and source top talent by focusing on the best indicators of long-term job success, soft skills. Our proprietary, AI driven assessment tool helps organizations increase retention by at least 30% all while reducing the time to hire by more than 50%.",
@@ -10484,7 +10484,7 @@
     "all_locations": "New York, NY, USA",
     "long_description": "Skio ($10M+ ARR in 3 years, profitable) is subscription management software for brands on Shopify. Customers include Liquid I.V., Milk Bar, Polaroid, Barstool, Unilever, KraveBeauty, Boba Tea Protein, & Siete.",
     "one_liner": "Subscriptions for Shopify",
-    "team_size": 46,
+    "team_size": 42,
     "industry": "B2B",
     "subindustry": "B2B -> Marketing",
     "launched_at": 1594268849,
@@ -19383,7 +19383,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "S21",
     "status": "Active",
@@ -20622,18 +20622,18 @@
     ],
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/e199391960ef734061b15304efdf0c3dd3b2524e.png",
     "website": "https://criya.co",
-    "all_locations": "San Francisco, CA, USA; San Jose, CA, USA",
-    "long_description": "Criya, a Y Combinator and venture backed AI startup that empowers anyone to create professional collateral in seconds. Criya AI makes you and your ideas look exceptional. Save hours by effortlessly creating perfectly designed, interactive and high converting collateral in seconds.\r\nComplete with on-brand, AI generated interactive landing pages, 1-pagers, presentation decks , built in engagement buttons, analytics, CRM, scheduler and more, Criya is a pivotal platform for entrepreneurs and sales professionals to capture prospects and decision makers within seconds.",
-    "one_liner": "Creating stunning professional collateral, in seconds, with AI",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Criya AI, a Y Combinator and venture backed AI startup is an intelligent content system that reads across all your data sources and in 1-click produces stunning, hyper-personalized client-ready assets, by combining research, branding, authoring and engagement analytics.\r\n\r\nOur AI Prospector replaces 85% of your account based marketing effort in 60 seconds. From market research to email/linkedin campaigns and landing page pitch decks, personalized for your specific buyer, we do it all in 1-click.",
+    "one_liner": "AI that builds GTM assets in seconds",
     "team_size": 5,
     "industry": "B2B",
     "subindustry": "B2B -> Sales",
     "launched_at": 1642290719,
     "tags": [
+      "Artificial Intelligence",
       "B2B",
       "Sales",
       "Sales Enablement",
-      "AI",
       "AI Assistant"
     ],
     "tags_highlighted": [],
@@ -31626,15 +31626,15 @@
     "all_locations": "San Francisco, CA, USA",
     "long_description": "Pylon is the modern alternative to Zendesk, Intercom, Freshdesk, and Salesforce Service Cloud. We help B2B companies track customer support issues across common B2B channels including shared Slack channels (Slack Connect), Microsoft Teams, email, in-app chat, ticket forms, Slack community, and more.\r\n\r\nHundreds of fast-growing YC companies of all sizes like Vellum, Hightouch, and Deel are customers.\r\n\r\nLearn more at usepylon.com",
     "one_liner": "The only customer support platform built for B2B.",
-    "team_size": 19,
+    "team_size": 20,
     "industry": "B2B",
     "subindustry": "B2B -> Operations",
     "launched_at": 1676268747,
     "tags": [
+      "Artificial Intelligence",
       "B2B",
       "Customer Success",
-      "Customer Support",
-      "AI"
+      "Customer Support"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -34167,7 +34167,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "S23",
     "status": "Active",
@@ -36877,14 +36877,13 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/3d7390c9fddfe9a6cf41b3b323ffc04d09432fa0.png",
     "website": "https://www.bilanc.co",
     "all_locations": "London, England, United Kingdom",
-    "long_description": "An Engineering Management platform that connects to Github & Linear or JIRA, runs AI-Powered DevEx surveys, provides ongoing detailed reports for every engineer and team with specific references to work, and takes just 5 mins to set up. We're already helping engineering teams at companies like MoonPay deploy code 30% faster than before.",
+    "long_description": "AI-powered summaries for all your data in GitHub and Jira, plus intelligent surveys that give you full visibility and control over your engineering efficiency. And, it only takes 5 minutes to set up.",
     "one_liner": "Analytics for Data-Driven Engineering Management",
     "team_size": 2,
     "industry": "B2B",
     "subindustry": "B2B -> Analytics",
     "launched_at": 1701093428,
     "tags": [
-      "Developer Tools",
       "SaaS",
       "B2B",
       "Analytics",
@@ -42103,6 +42102,53 @@
     "url": "https://www.ycombinator.com/companies/andoria",
     "api": "https://yc-oss.github.io/api/batches/f24/andoria.json"
   },
+  {
+    "id": 30017,
+    "name": "Riveter AI",
+    "slug": "riveter-ai",
+    "former_names": [
+      "Nervy",
+      "Haze AI",
+      "Lassen AI"
+    ],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/2451f6aef035ff59e0e614d0f60b6f728d45713a.png",
+    "website": "https://www.riveterhq.com/",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Riveter is the copilot for corporate strategy. We help growth stage companies like Gusto accelerate strategic decision making, using deep market research and analysis. \r\n\r\nRiveter's analysis includes extraction and segmentation of data from 10-Ks, Investor Day decks, and other official sources. We go beyond Capital IQ to extract and calculate key company-specific metrics like gross margins, CAC, CAC payback period, ACV, customer counts, and more.\r\n\r\nDive deeper into company documents and Riveter data with Peter, our AI Analyst.",
+    "one_liner": "The copilot for corporate strategy",
+    "team_size": 2,
+    "industry": "B2B",
+    "subindustry": "B2B",
+    "launched_at": 1731038423,
+    "tags": [
+      "Artificial Intelligence",
+      "B2B",
+      "Analytics",
+      "Market Research",
+      "AI"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "B2B",
+      "Analytics"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/riveter-ai",
+    "api": "https://yc-oss.github.io/api/batches/f24/riveter-ai.json"
+  },
   {
     "id": 30022,
     "name": "Symphony",
diff --git a/tags/big-data.json b/tags/big-data.json
index 7b75674d6..4c2f1e583 100644
--- a/tags/big-data.json
+++ b/tags/big-data.json
@@ -537,11 +537,11 @@
     "subindustry": "B2B -> Analytics",
     "launched_at": 1664774205,
     "tags": [
+      "Artificial Intelligence",
       "Productivity",
       "Analytics",
       "Big Data",
-      "Data Visualization",
-      "AI"
+      "Data Visualization"
     ],
     "tags_highlighted": [],
     "top_company": false,
diff --git a/tags/biotech.json b/tags/biotech.json
index 4ab5bac25..b3caba62c 100644
--- a/tags/biotech.json
+++ b/tags/biotech.json
@@ -5283,5 +5283,47 @@
     "question_answers": false,
     "url": "https://www.ycombinator.com/companies/baseline-ai",
     "api": "https://yc-oss.github.io/api/batches/s24/baseline-ai.json"
+  },
+  {
+    "id": 30049,
+    "name": "Reticular",
+    "slug": "reticular",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/ba610e03d29aed213ec8a5a30c0b4380b28f63d4.png",
+    "website": "https://reticular.ai",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Reticular helps pharma companies discover drugs with AI models like AlphaFold by making them steerable, just like you can prompt LLMs. Today, limited validation data means companies spend millions on failed experiments trying to steer these models through trial and error. We’re piloting our AI interpretability technology with early-stage biotechs and scaling rapidly. Just a week after our pivot, we identified the first interpretable features ever found in protein models, allowing precise control over biological functions.\r\n\r\nNithin and John met competing in Biology Olympiads before spending 4 years as roommates at MIT publishing ML/bio research in NeurIPS and Nature. We believe biological models encode far more information than anyone is currently using - our goal is to unlock this potential.",
+    "one_liner": "Steerable and interpretable AI for protein design",
+    "team_size": 2,
+    "industry": "Healthcare",
+    "subindustry": "Healthcare -> Healthcare IT",
+    "launched_at": 1731023720,
+    "tags": [
+      "AI-powered Drug Discovery",
+      "Generative AI",
+      "Biotech",
+      "Therapeutics"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Healthcare",
+      "Drug Discovery and Delivery"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/reticular",
+    "api": "https://yc-oss.github.io/api/batches/f24/reticular.json"
   }
 ]
diff --git a/tags/collaboration.json b/tags/collaboration.json
index c10221fad..fa1ea30cc 100644
--- a/tags/collaboration.json
+++ b/tags/collaboration.json
@@ -1319,7 +1319,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "S21",
     "status": "Active",
diff --git a/tags/construction.json b/tags/construction.json
index 78d96c42f..7458cdb35 100644
--- a/tags/construction.json
+++ b/tags/construction.json
@@ -1032,7 +1032,8 @@
     "tags": [
       "Robotic Process Automation",
       "Robotics",
-      "Construction"
+      "Construction",
+      "Housing"
     ],
     "tags_highlighted": [],
     "top_company": false,
diff --git a/tags/consumer.json b/tags/consumer.json
index 9c044c768..fc709611e 100644
--- a/tags/consumer.json
+++ b/tags/consumer.json
@@ -6315,7 +6315,7 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/b180100ca46fba5b88d5f7f8c9ef48ce2f462433.png",
     "website": "https://chowcentral.com",
     "all_locations": "Lagos, LA, Nigeria",
-    "long_description": "Founded in October 2022, Chow Central is building technology to disrupt the food industry in Nigeria. The goal is to profitably provide affordable food to as many people as possible. \r\n\r\nChow Central has launched its first product \"500chow\". A delivery-only restaurant that serves customers with quality best value meals. 500chow has 10x lower costs than traditional brick-and-mortar restaurants, and 10x more online orders. With an asset light approach, we have grown by partnering with existing commercial kitchens that have excess capacity.\r\n\r\nWe are very focused on solving real problems in the food industry one scalable product at a time.",
+    "long_description": "Founded in October 2022, Chow Central is building technology to disrupt the food industry in Nigeria. The goal is to profitably provide food to as many people as possible in record time. \r\n\r\nChow Central has launched its first product \"500chow\". A delivery-only quick service restaurant that serves customers in record time. 500chow has 10x lower costs than traditional brick-and-mortar restaurants, and 10x more online orders. \r\n\r\nOur customers love us for our super fast and cheaper deliveries. We are able to do this by launching hyper-locally within a 3km radius.\r\n\r\nWe are very focused on solving real problems in the food industry one scalable product at a time.",
     "one_liner": "Asset Light Chipotle for Africa",
     "team_size": null,
     "industry": "Consumer",
@@ -7899,6 +7899,46 @@
     "url": "https://www.ycombinator.com/companies/dreamrp",
     "api": "https://yc-oss.github.io/api/batches/s24/dreamrp.json"
   },
+  {
+    "id": 30030,
+    "name": "Encore",
+    "slug": "encore",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/3d010cda5e1d2ce7d7599631a5d9044149bb440e.png",
+    "website": "https://www.shopencore.ai/",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Encore is building the Perplexity for online shopping, with an initial emphasis on resale. We make it easy to find and manage unique treasures from across the internet. With our conversational search engine, you can seamlessly browse and refine your search across hundreds of resale platforms like Depop, eBay, Grailed, Poshmark, and more. Get inspired, follow product influencers, read unbiased reviews, receive styling tips, learn about trends, and even find items inspired by TV shows, movies, or social media—all in one place.",
+    "one_liner": "Perplexity for online shopping",
+    "team_size": 2,
+    "industry": "Consumer",
+    "subindustry": "Consumer",
+    "launched_at": 1731102747,
+    "tags": [
+      "Artificial Intelligence",
+      "Consumer",
+      "Retail Tech"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Consumer"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/encore",
+    "api": "https://yc-oss.github.io/api/batches/f24/encore.json"
+  },
   {
     "id": 30064,
     "name": "HYBRD",
diff --git a/tags/customer-success.json b/tags/customer-success.json
index 55c2456e1..1c3a73d9a 100644
--- a/tags/customer-success.json
+++ b/tags/customer-success.json
@@ -291,7 +291,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "S21",
     "status": "Active",
@@ -731,15 +731,15 @@
     "all_locations": "San Francisco, CA, USA",
     "long_description": "Pylon is the modern alternative to Zendesk, Intercom, Freshdesk, and Salesforce Service Cloud. We help B2B companies track customer support issues across common B2B channels including shared Slack channels (Slack Connect), Microsoft Teams, email, in-app chat, ticket forms, Slack community, and more.\r\n\r\nHundreds of fast-growing YC companies of all sizes like Vellum, Hightouch, and Deel are customers.\r\n\r\nLearn more at usepylon.com",
     "one_liner": "The only customer support platform built for B2B.",
-    "team_size": 19,
+    "team_size": 20,
     "industry": "B2B",
     "subindustry": "B2B -> Operations",
     "launched_at": 1676268747,
     "tags": [
+      "Artificial Intelligence",
       "B2B",
       "Customer Success",
-      "Customer Support",
-      "AI"
+      "Customer Support"
     ],
     "tags_highlighted": [],
     "top_company": false,
diff --git a/tags/customer-support.json b/tags/customer-support.json
index b4a48b3ed..28f4b6cb5 100644
--- a/tags/customer-support.json
+++ b/tags/customer-support.json
@@ -779,9 +779,9 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/72bfb13e14b0f43d68d0a7055eec27310d54f3c0.png",
     "website": "https://inkeep.com",
     "all_locations": "New York, NY, USA",
-    "long_description": "Inkeep helps turn your docs, help center, and other content into an AI search and support copilot for your product. Teams like Pinecone,  Anthropic, and Postman use Inkeep to improve self-help experiences and reduce support volume.",
-    "one_liner": "Turn your docs into a \"ChatGPT\"-like AI search and support copilot",
-    "team_size": 7,
+    "long_description": "Inkeep provides all the AI tools teams need to scale support: an assistant for users, a copilot for support teams, and an AI writer to identify and fix content gaps. \r\n\r\n\r\nTeams like Anthropic, Pinecone, and Postman trust Inkeep to help their users find what they need and get quick human support when they need it.",
+    "one_liner": "AI support you can trust.",
+    "team_size": 9,
     "industry": "B2B",
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1677660046,
@@ -871,15 +871,15 @@
     "all_locations": "San Francisco, CA, USA",
     "long_description": "Pylon is the modern alternative to Zendesk, Intercom, Freshdesk, and Salesforce Service Cloud. We help B2B companies track customer support issues across common B2B channels including shared Slack channels (Slack Connect), Microsoft Teams, email, in-app chat, ticket forms, Slack community, and more.\r\n\r\nHundreds of fast-growing YC companies of all sizes like Vellum, Hightouch, and Deel are customers.\r\n\r\nLearn more at usepylon.com",
     "one_liner": "The only customer support platform built for B2B.",
-    "team_size": 19,
+    "team_size": 20,
     "industry": "B2B",
     "subindustry": "B2B -> Operations",
     "launched_at": 1676268747,
     "tags": [
+      "Artificial Intelligence",
       "B2B",
       "Customer Success",
-      "Customer Support",
-      "AI"
+      "Customer Support"
     ],
     "tags_highlighted": [],
     "top_company": false,
diff --git a/tags/data-visualization.json b/tags/data-visualization.json
index b97686d47..2768d286e 100644
--- a/tags/data-visualization.json
+++ b/tags/data-visualization.json
@@ -508,11 +508,11 @@
     "subindustry": "B2B -> Analytics",
     "launched_at": 1664774205,
     "tags": [
+      "Artificial Intelligence",
       "Productivity",
       "Analytics",
       "Big Data",
-      "Data Visualization",
-      "AI"
+      "Data Visualization"
     ],
     "tags_highlighted": [],
     "top_company": false,
diff --git a/tags/developer-tools.json b/tags/developer-tools.json
index 0b4138ddf..aef132b99 100644
--- a/tags/developer-tools.json
+++ b/tags/developer-tools.json
@@ -13807,9 +13807,9 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/72bfb13e14b0f43d68d0a7055eec27310d54f3c0.png",
     "website": "https://inkeep.com",
     "all_locations": "New York, NY, USA",
-    "long_description": "Inkeep helps turn your docs, help center, and other content into an AI search and support copilot for your product. Teams like Pinecone,  Anthropic, and Postman use Inkeep to improve self-help experiences and reduce support volume.",
-    "one_liner": "Turn your docs into a \"ChatGPT\"-like AI search and support copilot",
-    "team_size": 7,
+    "long_description": "Inkeep provides all the AI tools teams need to scale support: an assistant for users, a copilot for support teams, and an AI writer to identify and fix content gaps. \r\n\r\n\r\nTeams like Anthropic, Pinecone, and Postman trust Inkeep to help their users find what they need and get quick human support when they need it.",
+    "one_liner": "AI support you can trust.",
+    "team_size": 9,
     "industry": "B2B",
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1677660046,
@@ -17997,49 +17997,6 @@
     "url": "https://www.ycombinator.com/companies/codeant-ai",
     "api": "https://yc-oss.github.io/api/batches/w24/codeant-ai.json"
   },
-  {
-    "id": 29373,
-    "name": "Bilanc",
-    "slug": "bilanc",
-    "former_names": [],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/3d7390c9fddfe9a6cf41b3b323ffc04d09432fa0.png",
-    "website": "https://www.bilanc.co",
-    "all_locations": "London, England, United Kingdom",
-    "long_description": "An Engineering Management platform that connects to Github & Linear or JIRA, runs AI-Powered DevEx surveys, provides ongoing detailed reports for every engineer and team with specific references to work, and takes just 5 mins to set up. We're already helping engineering teams at companies like MoonPay deploy code 30% faster than before.",
-    "one_liner": "Analytics for Data-Driven Engineering Management",
-    "team_size": 2,
-    "industry": "B2B",
-    "subindustry": "B2B -> Analytics",
-    "launched_at": 1701093428,
-    "tags": [
-      "Developer Tools",
-      "SaaS",
-      "B2B",
-      "Analytics",
-      "DevOps"
-    ],
-    "tags_highlighted": [],
-    "top_company": false,
-    "isHiring": false,
-    "nonprofit": false,
-    "batch": "W24",
-    "status": "Active",
-    "industries": [
-      "B2B",
-      "Finance and Accounting"
-    ],
-    "regions": [
-      "United Kingdom",
-      "Europe"
-    ],
-    "stage": "Early",
-    "app_video_public": false,
-    "demo_day_video_public": false,
-    "app_answers": null,
-    "question_answers": false,
-    "url": "https://www.ycombinator.com/companies/bilanc",
-    "api": "https://yc-oss.github.io/api/batches/w24/bilanc.json"
-  },
   {
     "id": 29375,
     "name": "Preloop",
@@ -20869,7 +20826,7 @@
     "name": "Fix AI",
     "slug": "fix-ai",
     "former_names": [],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/9881c8a31f6509e8b2a788b045dfbb1cee15e976.png",
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/d311ca85e929dc8b5d194b696d6bb373eee2633a.png",
     "website": "https://tryfix.ai",
     "all_locations": "San Francisco, CA, USA",
     "long_description": "Fix AI automates frontend QA testing using AI agents that simulate real users on websites. With simple natural language prompts, e.g. \"make sure the onboarding flow works\", our agents walk through flows and visually interact with the site to ensure critical bugs never reach users.",
diff --git a/tags/devops.json b/tags/devops.json
index 412c4be61..d272d22d7 100644
--- a/tags/devops.json
+++ b/tags/devops.json
@@ -1341,14 +1341,13 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/3d7390c9fddfe9a6cf41b3b323ffc04d09432fa0.png",
     "website": "https://www.bilanc.co",
     "all_locations": "London, England, United Kingdom",
-    "long_description": "An Engineering Management platform that connects to Github & Linear or JIRA, runs AI-Powered DevEx surveys, provides ongoing detailed reports for every engineer and team with specific references to work, and takes just 5 mins to set up. We're already helping engineering teams at companies like MoonPay deploy code 30% faster than before.",
+    "long_description": "AI-powered summaries for all your data in GitHub and Jira, plus intelligent surveys that give you full visibility and control over your engineering efficiency. And, it only takes 5 minutes to set up.",
     "one_liner": "Analytics for Data-Driven Engineering Management",
     "team_size": 2,
     "industry": "B2B",
     "subindustry": "B2B -> Analytics",
     "launched_at": 1701093428,
     "tags": [
-      "Developer Tools",
       "SaaS",
       "B2B",
       "Analytics",
diff --git a/tags/documents.json b/tags/documents.json
index efcb0e4d7..d6d577eae 100644
--- a/tags/documents.json
+++ b/tags/documents.json
@@ -278,7 +278,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "W16",
     "status": "Active",
diff --git a/tags/education.json b/tags/education.json
index 5afa9e138..8886566f0 100644
--- a/tags/education.json
+++ b/tags/education.json
@@ -5290,8 +5290,8 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/69a056671cad88163e6595a353c8c320e58148a5.png",
     "website": "https://www.turingcollege.com/",
     "all_locations": "Vilnius, Vilnius County, Lithuania",
-    "long_description": "Turing College is an online AI college for busy professionals. As a constituent college affiliated with Woolf, a higher education institution in the European Union, we bring world-class programs driven by Google-level engineers to Cambridge University PhDs.",
-    "one_liner": "An Online AI College for busy professionals",
+    "long_description": "Turing College is an online AI-driven school for busy professionals. We upskill & reskill in data science & AI, analytics, marketing and programming in 3-12 months with 1on1 support and flexibility.",
+    "one_liner": "AI-driven online tech school for busy professionals",
     "team_size": 50,
     "industry": "Education",
     "subindustry": "Education",
diff --git a/tags/email.json b/tags/email.json
index 895b1721d..fda39112a 100644
--- a/tags/email.json
+++ b/tags/email.json
@@ -1025,5 +1025,46 @@
     "question_answers": false,
     "url": "https://www.ycombinator.com/companies/zuni",
     "api": "https://yc-oss.github.io/api/batches/s24/zuni.json"
+  },
+  {
+    "id": 30116,
+    "name": "Friday",
+    "slug": "friday",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/0790f4893f5452625413189631f2bb5967a2f0f4.png",
+    "website": "https://www.fridaymail.ai",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Email sucks. It takes forever to go through, and hiring an assistant is costly and invasive. Friday is building the assistant that learns how to predict the action that you will take on your emails, and does it for you.\r\n\r\nToday's email products try to help you go through your emails a little faster, but if you have to get through 1000 emails, those products doesn't do much for you. \r\n\r\nThe reality is, most of the emails you get don't require you to personally look at them. Friday completely eliminates the need to check those emails, and handles them all at once for you, immediately. \r\n\r\nFriday is here to file away spam, sift through newsletters for important tidbits, text you important notifications, and reply to mundane emails, so that no matter how many thousands of emails are in your inbox, you'll just be left with the few emails that actually require your personal touch.\r\n\r\nGetting this right is difficult, so everyone else settles with trying to help you go through your email twice as fast. If you want to go 100x as fast, you shouldn't spend even a second on useless emails. \r\n\r\nFriday gets this right, bringing the elite experience of having a professional assistant to the entire world.",
+    "one_liner": "An assistant that understands your emails and handles them for you",
+    "team_size": 2,
+    "industry": "Consumer",
+    "subindustry": "B2B -> Productivity",
+    "launched_at": 1731106672,
+    "tags": [
+      "Artificial Intelligence",
+      "Productivity",
+      "Email",
+      "AI Assistant"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Consumer"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/friday",
+    "api": "https://yc-oss.github.io/api/batches/f24/friday.json"
   }
 ]
diff --git a/tags/enterprise-software.json b/tags/enterprise-software.json
index 2f4cb7d1f..de4a0b918 100644
--- a/tags/enterprise-software.json
+++ b/tags/enterprise-software.json
@@ -3365,14 +3365,13 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/7f1f18d8b47e8fea70cee789ba9bf7d88a9f5e2b.png",
     "website": "https://vly.ai",
     "all_locations": "San Francisco, CA, USA",
-    "long_description": "vly.ai makes your entire team technical. we build your web apps live, blending expert insights with automation to deliver faster growth, better performance, and updates at 5x less the cost.",
+    "long_description": "vly.ai makes your entire team technical. we're automating web development by blending expert insights with our models to deliver faster growth, better performance, and updates at 10x less the cost.",
     "one_liner": "The easiest way to build custom full-stack software without code",
     "team_size": 3,
     "industry": "B2B",
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1730684290,
     "tags": [
-      "AIOps",
       "Artificial Intelligence",
       "SaaS",
       "Enterprise Software",
diff --git a/tags/fintech.json b/tags/fintech.json
index 0fc2ddfcc..3bcb3dcea 100644
--- a/tags/fintech.json
+++ b/tags/fintech.json
@@ -11309,7 +11309,7 @@
     "all_locations": "New York, NY, USA",
     "long_description": "Skio ($10M+ ARR in 3 years, profitable) is subscription management software for brands on Shopify. Customers include Liquid I.V., Milk Bar, Polaroid, Barstool, Unilever, KraveBeauty, Boba Tea Protein, & Siete.",
     "one_liner": "Subscriptions for Shopify",
-    "team_size": 46,
+    "team_size": 42,
     "industry": "B2B",
     "subindustry": "B2B -> Marketing",
     "launched_at": 1594268849,
@@ -27313,7 +27313,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "S23",
     "status": "Active",
diff --git a/tags/food-and-beverage.json b/tags/food-and-beverage.json
index a081afa23..12f04d210 100644
--- a/tags/food-and-beverage.json
+++ b/tags/food-and-beverage.json
@@ -1027,7 +1027,7 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/b180100ca46fba5b88d5f7f8c9ef48ce2f462433.png",
     "website": "https://chowcentral.com",
     "all_locations": "Lagos, LA, Nigeria",
-    "long_description": "Founded in October 2022, Chow Central is building technology to disrupt the food industry in Nigeria. The goal is to profitably provide affordable food to as many people as possible. \r\n\r\nChow Central has launched its first product \"500chow\". A delivery-only restaurant that serves customers with quality best value meals. 500chow has 10x lower costs than traditional brick-and-mortar restaurants, and 10x more online orders. With an asset light approach, we have grown by partnering with existing commercial kitchens that have excess capacity.\r\n\r\nWe are very focused on solving real problems in the food industry one scalable product at a time.",
+    "long_description": "Founded in October 2022, Chow Central is building technology to disrupt the food industry in Nigeria. The goal is to profitably provide food to as many people as possible in record time. \r\n\r\nChow Central has launched its first product \"500chow\". A delivery-only quick service restaurant that serves customers in record time. 500chow has 10x lower costs than traditional brick-and-mortar restaurants, and 10x more online orders. \r\n\r\nOur customers love us for our super fast and cheaper deliveries. We are able to do this by launching hyper-locally within a 3km radius.\r\n\r\nWe are very focused on solving real problems in the food industry one scalable product at a time.",
     "one_liner": "Asset Light Chipotle for Africa",
     "team_size": null,
     "industry": "Consumer",
diff --git a/tags/food-tech.json b/tags/food-tech.json
index 7ed6acb4a..60c45db4a 100644
--- a/tags/food-tech.json
+++ b/tags/food-tech.json
@@ -1047,7 +1047,7 @@
     "all_locations": "New York, NY, USA",
     "long_description": "Skio ($10M+ ARR in 3 years, profitable) is subscription management software for brands on Shopify. Customers include Liquid I.V., Milk Bar, Polaroid, Barstool, Unilever, KraveBeauty, Boba Tea Protein, & Siete.",
     "one_liner": "Subscriptions for Shopify",
-    "team_size": 46,
+    "team_size": 42,
     "industry": "B2B",
     "subindustry": "B2B -> Marketing",
     "launched_at": 1594268849,
diff --git a/tags/food.json b/tags/food.json
index bf9fa4cf6..c71601d12 100644
--- a/tags/food.json
+++ b/tags/food.json
@@ -269,7 +269,7 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/b180100ca46fba5b88d5f7f8c9ef48ce2f462433.png",
     "website": "https://chowcentral.com",
     "all_locations": "Lagos, LA, Nigeria",
-    "long_description": "Founded in October 2022, Chow Central is building technology to disrupt the food industry in Nigeria. The goal is to profitably provide affordable food to as many people as possible. \r\n\r\nChow Central has launched its first product \"500chow\". A delivery-only restaurant that serves customers with quality best value meals. 500chow has 10x lower costs than traditional brick-and-mortar restaurants, and 10x more online orders. With an asset light approach, we have grown by partnering with existing commercial kitchens that have excess capacity.\r\n\r\nWe are very focused on solving real problems in the food industry one scalable product at a time.",
+    "long_description": "Founded in October 2022, Chow Central is building technology to disrupt the food industry in Nigeria. The goal is to profitably provide food to as many people as possible in record time. \r\n\r\nChow Central has launched its first product \"500chow\". A delivery-only quick service restaurant that serves customers in record time. 500chow has 10x lower costs than traditional brick-and-mortar restaurants, and 10x more online orders. \r\n\r\nOur customers love us for our super fast and cheaper deliveries. We are able to do this by launching hyper-locally within a 3km radius.\r\n\r\nWe are very focused on solving real problems in the food industry one scalable product at a time.",
     "one_liner": "Asset Light Chipotle for Africa",
     "team_size": null,
     "industry": "Consumer",
diff --git a/tags/generative-ai.json b/tags/generative-ai.json
index 9fbf01cf2..9e3fa1783 100644
--- a/tags/generative-ai.json
+++ b/tags/generative-ai.json
@@ -4932,9 +4932,9 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/72bfb13e14b0f43d68d0a7055eec27310d54f3c0.png",
     "website": "https://inkeep.com",
     "all_locations": "New York, NY, USA",
-    "long_description": "Inkeep helps turn your docs, help center, and other content into an AI search and support copilot for your product. Teams like Pinecone,  Anthropic, and Postman use Inkeep to improve self-help experiences and reduce support volume.",
-    "one_liner": "Turn your docs into a \"ChatGPT\"-like AI search and support copilot",
-    "team_size": 7,
+    "long_description": "Inkeep provides all the AI tools teams need to scale support: an assistant for users, a copilot for support teams, and an AI writer to identify and fix content gaps. \r\n\r\n\r\nTeams like Anthropic, Pinecone, and Postman trust Inkeep to help their users find what they need and get quick human support when they need it.",
+    "one_liner": "AI support you can trust.",
+    "team_size": 9,
     "industry": "B2B",
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1677660046,
@@ -7071,9 +7071,9 @@
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1689362011,
     "tags": [
+      "Artificial Intelligence",
       "Generative AI",
-      "Health Tech",
-      "AI"
+      "Health Tech"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -10671,6 +10671,48 @@
     "url": "https://www.ycombinator.com/companies/sandra-ai",
     "api": "https://yc-oss.github.io/api/batches/f24/sandra-ai.json"
   },
+  {
+    "id": 30049,
+    "name": "Reticular",
+    "slug": "reticular",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/ba610e03d29aed213ec8a5a30c0b4380b28f63d4.png",
+    "website": "https://reticular.ai",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Reticular helps pharma companies discover drugs with AI models like AlphaFold by making them steerable, just like you can prompt LLMs. Today, limited validation data means companies spend millions on failed experiments trying to steer these models through trial and error. We’re piloting our AI interpretability technology with early-stage biotechs and scaling rapidly. Just a week after our pivot, we identified the first interpretable features ever found in protein models, allowing precise control over biological functions.\r\n\r\nNithin and John met competing in Biology Olympiads before spending 4 years as roommates at MIT publishing ML/bio research in NeurIPS and Nature. We believe biological models encode far more information than anyone is currently using - our goal is to unlock this potential.",
+    "one_liner": "Steerable and interpretable AI for protein design",
+    "team_size": 2,
+    "industry": "Healthcare",
+    "subindustry": "Healthcare -> Healthcare IT",
+    "launched_at": 1731023720,
+    "tags": [
+      "AI-powered Drug Discovery",
+      "Generative AI",
+      "Biotech",
+      "Therapeutics"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Healthcare",
+      "Drug Discovery and Delivery"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/reticular",
+    "api": "https://yc-oss.github.io/api/batches/f24/reticular.json"
+  },
   {
     "id": 30050,
     "name": "Circlemind",
diff --git a/tags/health-tech.json b/tags/health-tech.json
index e0db5e02a..a90ffc1df 100644
--- a/tags/health-tech.json
+++ b/tags/health-tech.json
@@ -5609,9 +5609,9 @@
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1689362011,
     "tags": [
+      "Artificial Intelligence",
       "Generative AI",
-      "Health Tech",
-      "AI"
+      "Health Tech"
     ],
     "tags_highlighted": [],
     "top_company": false,
diff --git a/tags/housing.json b/tags/housing.json
index b25abc0e0..e74617cca 100644
--- a/tags/housing.json
+++ b/tags/housing.json
@@ -622,6 +622,53 @@
     "url": "https://www.ycombinator.com/companies/gobuild-fka-brick",
     "api": "https://yc-oss.github.io/api/batches/w21/gobuild-fka-brick.json"
   },
+  {
+    "id": 23121,
+    "name": "BotBuilt",
+    "slug": "botbuilt",
+    "former_names": [
+      "ARC:Advanced Robotics Construction",
+      "ARC: Advanced Robotic Construction",
+      "ARC",
+      "ARC: Advanced Robotic Construction"
+    ],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/6c0f70c9a27028dd4b634603cfcc5021fc68ccb3.png",
+    "website": "https://www.botbuilt.com",
+    "all_locations": "Durham, NC, USA",
+    "long_description": "BotBuilt is creating flexible robotic systems to solve the housing crisis. Our cutting-edge software and cost-efficient hardware allow us to improve the world by providing beautiful construction, safer job sites, and sustainable building techniques. The $600 billion residential construction industry is facing a massive labor shortage. Our robotic systems leverage the latest in rapid prototyping, artificial intelligence, and computer vision. By taking on some of the hardest technical challenges on earth, BotBuilt is ready to help solve one of society’s biggest problems.\r\n",
+    "one_liner": "We use robots to build houses.",
+    "team_size": 8,
+    "industry": "Industrials",
+    "subindustry": "Industrials -> Manufacturing and Robotics",
+    "launched_at": 1660682183,
+    "tags": [
+      "Robotic Process Automation",
+      "Robotics",
+      "Construction",
+      "Housing"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": true,
+    "nonprofit": false,
+    "batch": "W21",
+    "status": "Active",
+    "industries": [
+      "Industrials",
+      "Manufacturing and Robotics"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Growth",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/botbuilt",
+    "api": "https://yc-oss.github.io/api/batches/w21/botbuilt.json"
+  },
   {
     "id": 23970,
     "name": "Jupe",
diff --git a/tags/market-research.json b/tags/market-research.json
index c9d639ef3..33b29b967 100644
--- a/tags/market-research.json
+++ b/tags/market-research.json
@@ -429,6 +429,53 @@
     "url": "https://www.ycombinator.com/companies/dataleap",
     "api": "https://yc-oss.github.io/api/batches/s24/dataleap.json"
   },
+  {
+    "id": 30017,
+    "name": "Riveter AI",
+    "slug": "riveter-ai",
+    "former_names": [
+      "Nervy",
+      "Haze AI",
+      "Lassen AI"
+    ],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/2451f6aef035ff59e0e614d0f60b6f728d45713a.png",
+    "website": "https://www.riveterhq.com/",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Riveter is the copilot for corporate strategy. We help growth stage companies like Gusto accelerate strategic decision making, using deep market research and analysis. \r\n\r\nRiveter's analysis includes extraction and segmentation of data from 10-Ks, Investor Day decks, and other official sources. We go beyond Capital IQ to extract and calculate key company-specific metrics like gross margins, CAC, CAC payback period, ACV, customer counts, and more.\r\n\r\nDive deeper into company documents and Riveter data with Peter, our AI Analyst.",
+    "one_liner": "The copilot for corporate strategy",
+    "team_size": 2,
+    "industry": "B2B",
+    "subindustry": "B2B",
+    "launched_at": 1731038423,
+    "tags": [
+      "Artificial Intelligence",
+      "B2B",
+      "Analytics",
+      "Market Research",
+      "AI"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "B2B",
+      "Analytics"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/riveter-ai",
+    "api": "https://yc-oss.github.io/api/batches/f24/riveter-ai.json"
+  },
   {
     "id": 30039,
     "name": "Raycaster",
diff --git a/tags/medical-robotics.json b/tags/medical-robotics.json
index 97e21eb83..998ec5cf3 100644
--- a/tags/medical-robotics.json
+++ b/tags/medical-robotics.json
@@ -9,7 +9,7 @@
     "all_locations": "Toronto, ON, Canada",
     "long_description": "Trexo Robotics is building wearable robotic legs to help people walk, starting with childing with Cerebral Palsy. Our product allows children with disabilities like Cerebral Palsy, to walk, in many cases for the first time in their lives. Trexo was started when Manmeet found that his nephew was born with Cerebral Palsy and would never be able to walk. They are already commercial with customers all over US and Canada. Their vision is to replace the wheelchair, for children, adults, and the elderly. ",
     "one_liner": "Wearable robots to help people walk, starting with children with…",
-    "team_size": 12,
+    "team_size": 30,
     "industry": "Industrials",
     "subindustry": "Industrials -> Manufacturing and Robotics",
     "launched_at": 1540953087,
diff --git a/tags/productivity.json b/tags/productivity.json
index c81210447..bc59c1c1d 100644
--- a/tags/productivity.json
+++ b/tags/productivity.json
@@ -2942,7 +2942,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "S21",
     "status": "Active",
@@ -4302,11 +4302,11 @@
     "subindustry": "B2B -> Analytics",
     "launched_at": 1664774205,
     "tags": [
+      "Artificial Intelligence",
       "Productivity",
       "Analytics",
       "Big Data",
-      "Data Visualization",
-      "AI"
+      "Data Visualization"
     ],
     "tags_highlighted": [],
     "top_company": false,
@@ -6201,5 +6201,46 @@
     "question_answers": true,
     "url": "https://www.ycombinator.com/companies/orgorg",
     "api": "https://yc-oss.github.io/api/batches/s24/orgorg.json"
+  },
+  {
+    "id": 30116,
+    "name": "Friday",
+    "slug": "friday",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/0790f4893f5452625413189631f2bb5967a2f0f4.png",
+    "website": "https://www.fridaymail.ai",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Email sucks. It takes forever to go through, and hiring an assistant is costly and invasive. Friday is building the assistant that learns how to predict the action that you will take on your emails, and does it for you.\r\n\r\nToday's email products try to help you go through your emails a little faster, but if you have to get through 1000 emails, those products doesn't do much for you. \r\n\r\nThe reality is, most of the emails you get don't require you to personally look at them. Friday completely eliminates the need to check those emails, and handles them all at once for you, immediately. \r\n\r\nFriday is here to file away spam, sift through newsletters for important tidbits, text you important notifications, and reply to mundane emails, so that no matter how many thousands of emails are in your inbox, you'll just be left with the few emails that actually require your personal touch.\r\n\r\nGetting this right is difficult, so everyone else settles with trying to help you go through your email twice as fast. If you want to go 100x as fast, you shouldn't spend even a second on useless emails. \r\n\r\nFriday gets this right, bringing the elite experience of having a professional assistant to the entire world.",
+    "one_liner": "An assistant that understands your emails and handles them for you",
+    "team_size": 2,
+    "industry": "Consumer",
+    "subindustry": "B2B -> Productivity",
+    "launched_at": 1731106672,
+    "tags": [
+      "Artificial Intelligence",
+      "Productivity",
+      "Email",
+      "AI Assistant"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Consumer"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/friday",
+    "api": "https://yc-oss.github.io/api/batches/f24/friday.json"
   }
 ]
diff --git a/tags/restaurant-tech.json b/tags/restaurant-tech.json
index 516497e98..f15a55011 100644
--- a/tags/restaurant-tech.json
+++ b/tags/restaurant-tech.json
@@ -387,7 +387,7 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/b180100ca46fba5b88d5f7f8c9ef48ce2f462433.png",
     "website": "https://chowcentral.com",
     "all_locations": "Lagos, LA, Nigeria",
-    "long_description": "Founded in October 2022, Chow Central is building technology to disrupt the food industry in Nigeria. The goal is to profitably provide affordable food to as many people as possible. \r\n\r\nChow Central has launched its first product \"500chow\". A delivery-only restaurant that serves customers with quality best value meals. 500chow has 10x lower costs than traditional brick-and-mortar restaurants, and 10x more online orders. With an asset light approach, we have grown by partnering with existing commercial kitchens that have excess capacity.\r\n\r\nWe are very focused on solving real problems in the food industry one scalable product at a time.",
+    "long_description": "Founded in October 2022, Chow Central is building technology to disrupt the food industry in Nigeria. The goal is to profitably provide food to as many people as possible in record time. \r\n\r\nChow Central has launched its first product \"500chow\". A delivery-only quick service restaurant that serves customers in record time. 500chow has 10x lower costs than traditional brick-and-mortar restaurants, and 10x more online orders. \r\n\r\nOur customers love us for our super fast and cheaper deliveries. We are able to do this by launching hyper-locally within a 3km radius.\r\n\r\nWe are very focused on solving real problems in the food industry one scalable product at a time.",
     "one_liner": "Asset Light Chipotle for Africa",
     "team_size": null,
     "industry": "Consumer",
diff --git a/tags/retail-tech.json b/tags/retail-tech.json
index 6b4dd2bee..928343db5 100644
--- a/tags/retail-tech.json
+++ b/tags/retail-tech.json
@@ -731,5 +731,45 @@
     "question_answers": false,
     "url": "https://www.ycombinator.com/companies/rastro",
     "api": "https://yc-oss.github.io/api/batches/s24/rastro.json"
+  },
+  {
+    "id": 30030,
+    "name": "Encore",
+    "slug": "encore",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/3d010cda5e1d2ce7d7599631a5d9044149bb440e.png",
+    "website": "https://www.shopencore.ai/",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Encore is building the Perplexity for online shopping, with an initial emphasis on resale. We make it easy to find and manage unique treasures from across the internet. With our conversational search engine, you can seamlessly browse and refine your search across hundreds of resale platforms like Depop, eBay, Grailed, Poshmark, and more. Get inspired, follow product influencers, read unbiased reviews, receive styling tips, learn about trends, and even find items inspired by TV shows, movies, or social media—all in one place.",
+    "one_liner": "Perplexity for online shopping",
+    "team_size": 2,
+    "industry": "Consumer",
+    "subindustry": "Consumer",
+    "launched_at": 1731102747,
+    "tags": [
+      "Artificial Intelligence",
+      "Consumer",
+      "Retail Tech"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Consumer"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/encore",
+    "api": "https://yc-oss.github.io/api/batches/f24/encore.json"
   }
 ]
diff --git a/tags/robotic-process-automation.json b/tags/robotic-process-automation.json
index 149a6d6d7..5add63238 100644
--- a/tags/robotic-process-automation.json
+++ b/tags/robotic-process-automation.json
@@ -419,7 +419,8 @@
     "tags": [
       "Robotic Process Automation",
       "Robotics",
-      "Construction"
+      "Construction",
+      "Housing"
     ],
     "tags_highlighted": [],
     "top_company": false,
diff --git a/tags/robotics.json b/tags/robotics.json
index d26ba9aff..4504ef535 100644
--- a/tags/robotics.json
+++ b/tags/robotics.json
@@ -1756,7 +1756,8 @@
     "tags": [
       "Robotic Process Automation",
       "Robotics",
-      "Construction"
+      "Construction",
+      "Housing"
     ],
     "tags_highlighted": [],
     "top_company": false,
diff --git a/tags/saas.json b/tags/saas.json
index f2e1b56e9..7d416c71f 100644
--- a/tags/saas.json
+++ b/tags/saas.json
@@ -5148,7 +5148,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "W16",
     "status": "Active",
@@ -9790,7 +9790,7 @@
     "former_names": [
       "PyxAI"
     ],
-    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/88a07182627899e0466f53c87e4cc47a87c1757d.png",
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/909aa10f7285a7759bb72929bd69ffcfa9047309.png",
     "website": "https://www.pyxai.com",
     "all_locations": "Boston, MA, USA; Remote",
     "long_description": "Pyxai helps organizations evaluate, identify and source top talent by focusing on the best indicators of long-term job success, soft skills. Our proprietary, AI driven assessment tool helps organizations increase retention by at least 30% all while reducing the time to hire by more than 50%.",
@@ -27186,7 +27186,7 @@
     ],
     "tags_highlighted": [],
     "top_company": false,
-    "isHiring": true,
+    "isHiring": false,
     "nonprofit": false,
     "batch": "S21",
     "status": "Active",
@@ -36699,9 +36699,9 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/c0f30c988fde8ec60cc14e8c5cf656b62cd6d35d.png",
     "website": "https://numeralhq.com/",
     "all_locations": "San Francisco, CA, USA",
-    "long_description": "Numeral handles all aspects of sales tax from registration to remittance for e-commerce stores. We offer white-glove service so stores can get back to working on growing their business.",
-    "one_liner": "Ecommerce sales tax on autopilot. ",
-    "team_size": 20,
+    "long_description": "Numeral handles all aspects of sales tax from registration to remittance for SaaS and e-commerce stores. We offer complete, white-glove service end to end. ",
+    "one_liner": "SaaS & Ecommerce sales tax on autopilot. ",
+    "team_size": 25,
     "industry": "B2B",
     "subindustry": "B2B -> Finance and Accounting",
     "launched_at": 1672355505,
@@ -42790,14 +42790,13 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/3d7390c9fddfe9a6cf41b3b323ffc04d09432fa0.png",
     "website": "https://www.bilanc.co",
     "all_locations": "London, England, United Kingdom",
-    "long_description": "An Engineering Management platform that connects to Github & Linear or JIRA, runs AI-Powered DevEx surveys, provides ongoing detailed reports for every engineer and team with specific references to work, and takes just 5 mins to set up. We're already helping engineering teams at companies like MoonPay deploy code 30% faster than before.",
+    "long_description": "AI-powered summaries for all your data in GitHub and Jira, plus intelligent surveys that give you full visibility and control over your engineering efficiency. And, it only takes 5 minutes to set up.",
     "one_liner": "Analytics for Data-Driven Engineering Management",
     "team_size": 2,
     "industry": "B2B",
     "subindustry": "B2B -> Analytics",
     "launched_at": 1701093428,
     "tags": [
-      "Developer Tools",
       "SaaS",
       "B2B",
       "Analytics",
@@ -46209,14 +46208,13 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/7f1f18d8b47e8fea70cee789ba9bf7d88a9f5e2b.png",
     "website": "https://vly.ai",
     "all_locations": "San Francisco, CA, USA",
-    "long_description": "vly.ai makes your entire team technical. we build your web apps live, blending expert insights with automation to deliver faster growth, better performance, and updates at 5x less the cost.",
+    "long_description": "vly.ai makes your entire team technical. we're automating web development by blending expert insights with our models to deliver faster growth, better performance, and updates at 10x less the cost.",
     "one_liner": "The easiest way to build custom full-stack software without code",
     "team_size": 3,
     "industry": "B2B",
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1730684290,
     "tags": [
-      "AIOps",
       "Artificial Intelligence",
       "SaaS",
       "Enterprise Software",
diff --git a/tags/sales-enablement.json b/tags/sales-enablement.json
index 7805a29cd..33d721401 100644
--- a/tags/sales-enablement.json
+++ b/tags/sales-enablement.json
@@ -544,18 +544,18 @@
     ],
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/e199391960ef734061b15304efdf0c3dd3b2524e.png",
     "website": "https://criya.co",
-    "all_locations": "San Francisco, CA, USA; San Jose, CA, USA",
-    "long_description": "Criya, a Y Combinator and venture backed AI startup that empowers anyone to create professional collateral in seconds. Criya AI makes you and your ideas look exceptional. Save hours by effortlessly creating perfectly designed, interactive and high converting collateral in seconds.\r\nComplete with on-brand, AI generated interactive landing pages, 1-pagers, presentation decks , built in engagement buttons, analytics, CRM, scheduler and more, Criya is a pivotal platform for entrepreneurs and sales professionals to capture prospects and decision makers within seconds.",
-    "one_liner": "Creating stunning professional collateral, in seconds, with AI",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Criya AI, a Y Combinator and venture backed AI startup is an intelligent content system that reads across all your data sources and in 1-click produces stunning, hyper-personalized client-ready assets, by combining research, branding, authoring and engagement analytics.\r\n\r\nOur AI Prospector replaces 85% of your account based marketing effort in 60 seconds. From market research to email/linkedin campaigns and landing page pitch decks, personalized for your specific buyer, we do it all in 1-click.",
+    "one_liner": "AI that builds GTM assets in seconds",
     "team_size": 5,
     "industry": "B2B",
     "subindustry": "B2B -> Sales",
     "launched_at": 1642290719,
     "tags": [
+      "Artificial Intelligence",
       "B2B",
       "Sales",
       "Sales Enablement",
-      "AI",
       "AI Assistant"
     ],
     "tags_highlighted": [],
diff --git a/tags/sales.json b/tags/sales.json
index 831c0f0f6..1b9a85289 100644
--- a/tags/sales.json
+++ b/tags/sales.json
@@ -1572,18 +1572,18 @@
     ],
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/e199391960ef734061b15304efdf0c3dd3b2524e.png",
     "website": "https://criya.co",
-    "all_locations": "San Francisco, CA, USA; San Jose, CA, USA",
-    "long_description": "Criya, a Y Combinator and venture backed AI startup that empowers anyone to create professional collateral in seconds. Criya AI makes you and your ideas look exceptional. Save hours by effortlessly creating perfectly designed, interactive and high converting collateral in seconds.\r\nComplete with on-brand, AI generated interactive landing pages, 1-pagers, presentation decks , built in engagement buttons, analytics, CRM, scheduler and more, Criya is a pivotal platform for entrepreneurs and sales professionals to capture prospects and decision makers within seconds.",
-    "one_liner": "Creating stunning professional collateral, in seconds, with AI",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Criya AI, a Y Combinator and venture backed AI startup is an intelligent content system that reads across all your data sources and in 1-click produces stunning, hyper-personalized client-ready assets, by combining research, branding, authoring and engagement analytics.\r\n\r\nOur AI Prospector replaces 85% of your account based marketing effort in 60 seconds. From market research to email/linkedin campaigns and landing page pitch decks, personalized for your specific buyer, we do it all in 1-click.",
+    "one_liner": "AI that builds GTM assets in seconds",
     "team_size": 5,
     "industry": "B2B",
     "subindustry": "B2B -> Sales",
     "launched_at": 1642290719,
     "tags": [
+      "Artificial Intelligence",
       "B2B",
       "Sales",
       "Sales Enablement",
-      "AI",
       "AI Assistant"
     ],
     "tags_highlighted": [],
diff --git a/tags/subscriptions.json b/tags/subscriptions.json
index f02f4d9ae..99bd8a732 100644
--- a/tags/subscriptions.json
+++ b/tags/subscriptions.json
@@ -668,7 +668,7 @@
     "all_locations": "New York, NY, USA",
     "long_description": "Skio ($10M+ ARR in 3 years, profitable) is subscription management software for brands on Shopify. Customers include Liquid I.V., Milk Bar, Polaroid, Barstool, Unilever, KraveBeauty, Boba Tea Protein, & Siete.",
     "one_liner": "Subscriptions for Shopify",
-    "team_size": 46,
+    "team_size": 42,
     "industry": "B2B",
     "subindustry": "B2B -> Marketing",
     "launched_at": 1594268849,
diff --git a/tags/therapeutics.json b/tags/therapeutics.json
index 0c6248486..0bb2c109c 100644
--- a/tags/therapeutics.json
+++ b/tags/therapeutics.json
@@ -1880,5 +1880,47 @@
     "question_answers": false,
     "url": "https://www.ycombinator.com/companies/kopra-bio",
     "api": "https://yc-oss.github.io/api/batches/s24/kopra-bio.json"
+  },
+  {
+    "id": 30049,
+    "name": "Reticular",
+    "slug": "reticular",
+    "former_names": [],
+    "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/ba610e03d29aed213ec8a5a30c0b4380b28f63d4.png",
+    "website": "https://reticular.ai",
+    "all_locations": "San Francisco, CA, USA",
+    "long_description": "Reticular helps pharma companies discover drugs with AI models like AlphaFold by making them steerable, just like you can prompt LLMs. Today, limited validation data means companies spend millions on failed experiments trying to steer these models through trial and error. We’re piloting our AI interpretability technology with early-stage biotechs and scaling rapidly. Just a week after our pivot, we identified the first interpretable features ever found in protein models, allowing precise control over biological functions.\r\n\r\nNithin and John met competing in Biology Olympiads before spending 4 years as roommates at MIT publishing ML/bio research in NeurIPS and Nature. We believe biological models encode far more information than anyone is currently using - our goal is to unlock this potential.",
+    "one_liner": "Steerable and interpretable AI for protein design",
+    "team_size": 2,
+    "industry": "Healthcare",
+    "subindustry": "Healthcare -> Healthcare IT",
+    "launched_at": 1731023720,
+    "tags": [
+      "AI-powered Drug Discovery",
+      "Generative AI",
+      "Biotech",
+      "Therapeutics"
+    ],
+    "tags_highlighted": [],
+    "top_company": false,
+    "isHiring": false,
+    "nonprofit": false,
+    "batch": "F24",
+    "status": "Active",
+    "industries": [
+      "Healthcare",
+      "Drug Discovery and Delivery"
+    ],
+    "regions": [
+      "United States of America",
+      "America / Canada"
+    ],
+    "stage": "Early",
+    "app_video_public": false,
+    "demo_day_video_public": false,
+    "app_answers": null,
+    "question_answers": false,
+    "url": "https://www.ycombinator.com/companies/reticular",
+    "api": "https://yc-oss.github.io/api/batches/f24/reticular.json"
   }
 ]
diff --git a/tags/web-development.json b/tags/web-development.json
index 6340f6a1a..bc9d7928a 100644
--- a/tags/web-development.json
+++ b/tags/web-development.json
@@ -761,14 +761,13 @@
     "small_logo_thumb_url": "https://bookface-images.s3.amazonaws.com/small_logos/7f1f18d8b47e8fea70cee789ba9bf7d88a9f5e2b.png",
     "website": "https://vly.ai",
     "all_locations": "San Francisco, CA, USA",
-    "long_description": "vly.ai makes your entire team technical. we build your web apps live, blending expert insights with automation to deliver faster growth, better performance, and updates at 5x less the cost.",
+    "long_description": "vly.ai makes your entire team technical. we're automating web development by blending expert insights with our models to deliver faster growth, better performance, and updates at 10x less the cost.",
     "one_liner": "The easiest way to build custom full-stack software without code",
     "team_size": 3,
     "industry": "B2B",
     "subindustry": "B2B -> Engineering, Product and Design",
     "launched_at": 1730684290,
     "tags": [
-      "AIOps",
       "Artificial Intelligence",
       "SaaS",
       "Enterprise Software",