diff --git a/services/jorm-metrics-server/jorm_metrics_server/main.py b/services/jorm-metrics-server/jorm_metrics_server/main.py
index 06437e801..5ecc63ff9 100644
--- a/services/jorm-metrics-server/jorm_metrics_server/main.py
+++ b/services/jorm-metrics-server/jorm_metrics_server/main.py
@@ -10,14 +10,14 @@
 from loguru import logger
 from prometheus_async.aio import web
 
-from .metrics import proposal_votes, unique_voters, vote_power_dist
+from .metrics import proposal_votes, unique_voters, voting_power
 from .scraper import Scraper
 
 # Map of metric names to metric scrapers
 METRIC_MAP = {
     "num_proposal_votes": proposal_votes.scrape,
     "num_unique_voters": unique_voters.scrape,
-    "voting_power": vote_power_dist.scrape,
+    "voting_power": voting_power.scrape,
 }
 
 
diff --git a/services/jorm-metrics-server/jorm_metrics_server/metrics/vote_power_dist.py b/services/jorm-metrics-server/jorm_metrics_server/metrics/vote_power_dist.py
deleted file mode 100644
index 5121e77db..000000000
--- a/services/jorm-metrics-server/jorm_metrics_server/metrics/vote_power_dist.py
+++ /dev/null
@@ -1,24 +0,0 @@
-"""This module provides a histogram of voting power."""
-
-# cspell: words pydantic
-
-from prometheus_client import Histogram
-
-from ..client import ApiClient
-
-VOTING_POWER_HISTOGRAM = Histogram(
-    "voting_power",
-    "Histogram of Voting Power",
-    buckets=[0, 1000, 10000, 100000, 1000000, 10000000],
-)
-
-
-async def scrape(client: ApiClient):
-    """Scrape the voting power of all voters and update the histogram.
-
-    Args:
-        client (ApiClient): The API client to use.
-    """
-    voters = await client.get_voters()
-    for voter in voters.values():
-        VOTING_POWER_HISTOGRAM.observe(voter.data.value)
diff --git a/services/jorm-metrics-server/jorm_metrics_server/metrics/voting_power.py b/services/jorm-metrics-server/jorm_metrics_server/metrics/voting_power.py
new file mode 100644
index 000000000..5864d01cf
--- /dev/null
+++ b/services/jorm-metrics-server/jorm_metrics_server/metrics/voting_power.py
@@ -0,0 +1,81 @@
+"""This module provides various gauges for observing voting power."""
+
+# cspell: words pydantic
+
+from dataclasses import dataclass
+
+from prometheus_client import Gauge
+
+from ..client import ApiClient
+
+VOTING_POWER_RANGE_VOTERS = Gauge(
+    "voting_power_range_voters",
+    "Total number of voters in fixed ranges of voting power",
+    ["range"],
+)
+
+VOTING_POWER_RANGE_SUM = Gauge(
+    "voting_power_range_sum",
+    "Sum of voting power in fixed ranges of voting power",
+    ["range"],
+)
+
+VOTING_POWER_TOTAL = Gauge(
+    "voting_power_total",
+    "Total voting power",
+)
+
+
+@dataclass
+class Bucket:
+    """A bucket for a range of voting power.
+
+    Attributes:
+        min (int): The minimum voting power.
+        max (int): The maximum voting power.
+        power (int): The sum of voting power in this bucket.
+        voters (int): The number of voters in this bucket.
+    """
+
+    min: int
+    max: int
+    power: int
+    voters: int
+
+
+async def scrape(client: ApiClient):
+    """Scrape the voting power of all voters and update the gauges.
+
+    Args:
+        client (ApiClient): The API client to use.
+    """
+    voters = await client.get_voters()
+
+    bucket_ranges = [
+        (0, 1000),
+        (1000, 10000),
+        (10000, 100000),
+        (100000, 1000000),
+        (1000000, 10000000),
+        (10000000, float("inf")),
+    ]
+
+    buckets: list[Bucket] = []
+    for range in bucket_ranges:
+        buckets.append(Bucket(range[0], range[1], 0, 0))
+
+    for bucket in buckets:
+        for voter in voters.values():
+            if bucket.min <= voter.data.value < bucket.max:
+                bucket.voters += 1
+                bucket.power += voter.data.value
+
+    for bucket in buckets:
+        VOTING_POWER_RANGE_VOTERS.labels(f"{bucket.min}-{bucket.max}").set(
+            bucket.voters
+        )
+        VOTING_POWER_RANGE_SUM.labels(f"{bucket.min}-{bucket.max}").set(
+            bucket.power
+        )
+
+    VOTING_POWER_TOTAL.set(sum([bucket.power for bucket in buckets]))