diff --git a/.github/workflows/cd.yml b/.github/workflows/cd.yml
index 72de875..46c13ed 100644
--- a/.github/workflows/cd.yml
+++ b/.github/workflows/cd.yml
@@ -9,7 +9,8 @@ on:
         type: choice
         options:
           - docling-metrics-core
-          # Add future packages here
+          - docling-metric-hello-world
+          - docling-metric-hello-world-cpp
 
 jobs:
   code-checks:
@@ -29,7 +30,7 @@ jobs:
         with:
           enable-cache: true
       - name: Install dependencies
-        run: uv sync --only-dev
+        run: uv sync --frozen --only-dev
       - name: Check version of potential release
         id: version_check
         run: |
@@ -59,7 +60,7 @@ jobs:
         with:
           enable-cache: true
       - name: Install dependencies
-        run: uv sync --only-dev
+        run: uv sync --frozen --only-dev
       - name: Run release script
         env:
           GH_TOKEN: ${{ steps.app-token.outputs.token }}
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 3ffbb82..47ea547 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -14,3 +14,8 @@ jobs:
     uses: ./.github/workflows/job-checks.yml
     secrets:
       CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+  build-wheels:
+    if: ${{ github.event_name == 'push' || (github.event.pull_request.head.repo.full_name != 'docling-project/docling-metrics') }}
+    uses: ./.github/workflows/wheels.yml
+    with:
+      package: docling-metric-hello-world-cpp
diff --git a/.github/workflows/pypi.yml b/.github/workflows/pypi.yml
index a315be2..e3bbbca 100644
--- a/.github/workflows/pypi.yml
+++ b/.github/workflows/pypi.yml
@@ -8,27 +8,69 @@ permissions:
   contents: read
 
 jobs:
-  build-and-publish:
+  meta:
+    runs-on: ubuntu-latest
+    outputs:
+      package: ${{ steps.meta.outputs.package }}
+      is_native: ${{ steps.meta.outputs.is_native }}
+    steps:
+      - uses: actions/checkout@v5
+      - name: Identify package from tag
+        id: meta
+        run: |
+          TAG="${{ github.event.release.tag_name }}"
+          PKG="${TAG%-v*}"
+          echo "package=${PKG}" >> "$GITHUB_OUTPUT"
+          if grep -q "scikit_build_core" "packages/${PKG}/pyproject.toml" 2>/dev/null; then
+            echo "is_native=true" >> "$GITHUB_OUTPUT"
+          else
+            echo "is_native=false" >> "$GITHUB_OUTPUT"
+          fi
+
+  build-and-publish-pure:
+    if: needs.meta.outputs.is_native == 'false'
+    needs: [meta]
     runs-on: ubuntu-latest
     environment:
       name: pypi
     permissions:
-      id-token: write  # IMPORTANT: mandatory for trusted publishing
+      id-token: write
     steps:
       - uses: actions/checkout@v5
       - name: Install uv and set the python version
         uses: astral-sh/setup-uv@v6
         with:
           enable-cache: true
-      - name: Identify package from tag
-        id: meta
-        run: |
-          TAG="${{ github.event.release.tag_name }}"
-          PKG="${TAG%-v*}"
-          echo "package=${PKG}" >> "$GITHUB_OUTPUT"
       - name: Install dependencies
-        run: uv sync --all-extras --all-packages
+        run: uv sync --frozen --all-extras --all-packages
       - name: Build
-        run: uv build --package ${{ steps.meta.outputs.package }}
+        run: uv build --package ${{ needs.meta.outputs.package }}
       - name: Publish distribution 📦 to PyPI
         uses: pypa/gh-action-pypi-publish@release/v1
+
+  build-native:
+    if: needs.meta.outputs.is_native == 'true'
+    needs: [meta]
+    uses: ./.github/workflows/wheels.yml
+    with:
+      package: ${{ needs.meta.outputs.package }}
+
+  publish-native:
+    name: Publish native package to PyPI
+    if: needs.meta.outputs.is_native == 'true'
+    needs: [meta, build-native]
+    runs-on: ubuntu-latest
+    environment:
+      name: pypi
+      url: https://pypi.org/p/${{ needs.meta.outputs.package }}
+    permissions:
+      id-token: write
+      contents: write
+    steps:
+      - uses: actions/download-artifact@v5
+        with:
+          pattern: cibw-*
+          path: dist
+          merge-multiple: true
+      - name: Publish distribution to PyPI
+        uses: pypa/gh-action-pypi-publish@release/v1
diff --git a/.github/workflows/wheels.yml b/.github/workflows/wheels.yml
new file mode 100644
index 0000000..02d1405
--- /dev/null
+++ b/.github/workflows/wheels.yml
@@ -0,0 +1,57 @@
+on:
+  workflow_call:
+    inputs:
+      package:
+        type: string
+        description: "Package to build"
+        required: true
+
+jobs:
+  build_sdist:
+    name: Build source distribution
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v5
+      - uses: astral-sh/setup-uv@v6
+      - name: Install build tools
+        run: uv sync --frozen --group build
+      - name: Build sdist
+        run: uv build --sdist --package ${{ inputs.package }}
+      - uses: actions/upload-artifact@v4
+        with:
+          name: cibw-sdist
+          path: dist/*.tar.gz
+
+  build_wheels:
+    name: Build wheels on ${{ matrix.os }}
+    runs-on: ${{ matrix.runs-on }}
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - os: linux-intel
+            runs-on: ubuntu-latest
+          - os: linux-arm
+            runs-on: ubuntu-24.04-arm
+          - os: windows-intel
+            runs-on: windows-latest
+          - os: windows-arm
+            runs-on: windows-11-arm
+          - os: macos-intel
+            runs-on: macos-15-intel
+          - os: macos-arm
+            runs-on: macos-14
+    steps:
+      - uses: actions/checkout@v5
+      - name: Build wheels
+        uses: pypa/cibuildwheel@v3.3.1
+        with:
+          package-dir: packages/${{ inputs.package }}
+        env:
+          CIBW_BUILD: "cp310-* cp311-* cp312-* cp313-*"
+          CIBW_SKIP: "cp*t-* *-win32 *_i686 *_s390x"
+          CIBW_BUILD_VERBOSITY: 2
+      - uses: actions/upload-artifact@v4
+        with:
+          name: cibw-wheels-${{ matrix.os }}-${{ strategy.job-index }}
+          path: ./wheelhouse/*.whl
diff --git a/.gitignore b/.gitignore
index 08888a6..3f2cbc3 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,6 @@
 *~
 scratch/
+.worktrees/
 
 # Created by https://www.toptal.com/developers/gitignore/api/python,macos,virtualenv,pycharm,visualstudiocode,emacs,vim,jupyternotebooks
 # Edit at https://www.toptal.com/developers/gitignore?templates=python,macos,virtualenv,pycharm,visualstudiocode,emacs,vim,jupyternotebooks
diff --git a/packages/docling-metric-hello-world-cpp/CMakeLists.txt b/packages/docling-metric-hello-world-cpp/CMakeLists.txt
new file mode 100644
index 0000000..0f1fd8f
--- /dev/null
+++ b/packages/docling-metric-hello-world-cpp/CMakeLists.txt
@@ -0,0 +1,18 @@
+cmake_minimum_required(VERSION 3.18)
+project(docling_metric_hello_world_cpp LANGUAGES CXX)
+
+set(CMAKE_CXX_STANDARD 17)
+set(CMAKE_CXX_STANDARD_REQUIRED ON)
+
+find_package(pybind11 CONFIG REQUIRED)
+
+pybind11_add_module(_hello_world_cpp cpp/hello_world.cpp)
+
+target_compile_features(_hello_world_cpp PRIVATE cxx_std_17)
+
+install(
+    TARGETS _hello_world_cpp
+    LIBRARY DESTINATION docling_metric_hello_world_cpp
+    RUNTIME DESTINATION docling_metric_hello_world_cpp
+    ARCHIVE DESTINATION docling_metric_hello_world_cpp
+)
diff --git a/packages/docling-metric-hello-world-cpp/README.md b/packages/docling-metric-hello-world-cpp/README.md
new file mode 100644
index 0000000..ddaa90c
--- /dev/null
+++ b/packages/docling-metric-hello-world-cpp/README.md
@@ -0,0 +1,35 @@
+# docling-metric-hello-world-cpp
+
+A minimal example metric implementation demonstrating a C++ (pybind11) backend
+on top of `docling-metrics-core`.
+
+## Overview
+
+This package provides a simple "Hello World" metric that:
+- Accepts string payloads as input samples
+- Always returns a score of `1.0` for each sample evaluation
+- Demonstrates a C++ extension using pybind11 and scikit-build-core
+
+## Installation
+
+```bash
+pip install docling-metric-hello-world-cpp
+```
+
+## Usage
+
+```python
+from docling_metric_hello_world_cpp import HelloWorldMetric, StringInputSample
+
+metric = HelloWorldMetric()
+
+sample_a = StringInputSample(id="sample-1", payload="Hello")
+sample_b = StringInputSample(id="sample-1", payload="World")
+
+result = metric.evaluate_sample(sample_a, sample_b)
+print(result.score)  # Always 1.0
+```
+
+## License
+
+MIT
diff --git a/packages/docling-metric-hello-world-cpp/cpp/hello_world.cpp b/packages/docling-metric-hello-world-cpp/cpp/hello_world.cpp
new file mode 100644
index 0000000..1f3d5fb
--- /dev/null
+++ b/packages/docling-metric-hello-world-cpp/cpp/hello_world.cpp
@@ -0,0 +1,17 @@
+#include <pybind11/pybind11.h>
+#include <string>
+
+namespace py = pybind11;
+
+double evaluate_sample(
+    const std::string &id,
+    const std::string &payload_a,
+    const std::string &payload_b
+) {
+    return 1.0;
+}
+
+PYBIND11_MODULE(_hello_world_cpp, m) {
+    m.doc() = "Hello World C++ metric bindings";
+    m.def("evaluate_sample", &evaluate_sample, "Return constant score");
+}
diff --git a/packages/docling-metric-hello-world-cpp/docling_metric_hello_world_cpp/__init__.py b/packages/docling-metric-hello-world-cpp/docling_metric_hello_world_cpp/__init__.py
new file mode 100644
index 0000000..17b8936
--- /dev/null
+++ b/packages/docling-metric-hello-world-cpp/docling_metric_hello_world_cpp/__init__.py
@@ -0,0 +1,15 @@
+"""Docling metric hello world C++ package."""
+
+from .hello_world_metric import (
+    HelloWorldAggregateResult,
+    HelloWorldMetric,
+    HelloWorldSampleResult,
+    StringInputSample,
+)
+
+__all__ = [
+    "HelloWorldAggregateResult",
+    "HelloWorldMetric",
+    "HelloWorldSampleResult",
+    "StringInputSample",
+]
diff --git a/packages/docling-metric-hello-world-cpp/docling_metric_hello_world_cpp/_hello_world_cpp.pyi b/packages/docling-metric-hello-world-cpp/docling_metric_hello_world_cpp/_hello_world_cpp.pyi
new file mode 100644
index 0000000..50e3d11
--- /dev/null
+++ b/packages/docling-metric-hello-world-cpp/docling_metric_hello_world_cpp/_hello_world_cpp.pyi
@@ -0,0 +1,5 @@
+from typing import Final
+
+def evaluate_sample(id: str, payload_a: str, payload_b: str) -> float: ...
+
+__all__: Final = ["evaluate_sample"]
diff --git a/packages/docling-metric-hello-world-cpp/docling_metric_hello_world_cpp/hello_world_metric.py b/packages/docling-metric-hello-world-cpp/docling_metric_hello_world_cpp/hello_world_metric.py
new file mode 100644
index 0000000..ee98ba8
--- /dev/null
+++ b/packages/docling-metric-hello-world-cpp/docling_metric_hello_world_cpp/hello_world_metric.py
@@ -0,0 +1,69 @@
+"""Hello World metric implementation using a C++ backend."""
+
+from typing import Annotated, Iterable, Tuple
+
+from docling_metrics_core.base_types import (
+    BaseAggregateResult,
+    BaseInputSample,
+    BaseMetric,
+    BaseSampleResult,
+)
+from pydantic import Field
+
+from ._hello_world_cpp import evaluate_sample as cpp_evaluate_sample
+
+
+class StringInputSample(BaseInputSample):
+    """Input sample with a string payload."""
+
+    payload: Annotated[str, Field(description="The string payload for this sample")]
+
+
+class HelloWorldSampleResult(BaseSampleResult):
+    """Result of evaluating a single sample pair."""
+
+    score: Annotated[
+        float, Field(description="The evaluation score (always 1.0 for this metric)")
+    ]
+
+
+class HelloWorldAggregateResult(BaseAggregateResult):
+    """Aggregated result from multiple sample evaluations."""
+
+    mean_score: Annotated[
+        float, Field(description="Mean score across all evaluated samples")
+    ]
+
+
+class HelloWorldMetric(BaseMetric):
+    """A minimal example metric that always returns 1.0, backed by C++."""
+
+    def evaluate_sample(  # type: ignore[override]
+        self, sample_a: StringInputSample, sample_b: StringInputSample
+    ) -> HelloWorldSampleResult:
+        score = float(
+            cpp_evaluate_sample(sample_a.id, sample_a.payload, sample_b.payload)
+        )
+        return HelloWorldSampleResult(id=sample_a.id, score=score)
+
+    def aggregate(  # type: ignore[override]
+        self, results: Iterable[HelloWorldSampleResult]
+    ) -> HelloWorldAggregateResult:
+        results_list = list(results)
+        sample_count = len(results_list)
+        if sample_count == 0:
+            return HelloWorldAggregateResult(sample_count=0, mean_score=0.0)
+
+        total_score = sum(r.score for r in results_list)
+        return HelloWorldAggregateResult(
+            sample_count=sample_count, mean_score=total_score / sample_count
+        )
+
+    def evaluate_dataset(  # type: ignore[override]
+        self, sample_pairs: Iterable[Tuple[StringInputSample, StringInputSample]]
+    ) -> HelloWorldAggregateResult:
+        results = [
+            self.evaluate_sample(sample_a, sample_b)
+            for sample_a, sample_b in sample_pairs
+        ]
+        return self.aggregate(results)
diff --git a/packages/docling-metric-hello-world-cpp/docling_metric_hello_world_cpp/py.typed b/packages/docling-metric-hello-world-cpp/docling_metric_hello_world_cpp/py.typed
new file mode 100644
index 0000000..e69de29
diff --git a/packages/docling-metric-hello-world-cpp/pyproject.toml b/packages/docling-metric-hello-world-cpp/pyproject.toml
new file mode 100644
index 0000000..4c5b49f
--- /dev/null
+++ b/packages/docling-metric-hello-world-cpp/pyproject.toml
@@ -0,0 +1,64 @@
+[project]
+name = "docling-metric-hello-world-cpp"
+version = "0.0.1" # DO NOT EDIT, updated automatically
+description = "A hello-world example metric implementation for Docling metrics (C++/pybind11)"
+license = "MIT"
+keywords = ["docling", "metrics", "evaluation", "example", "hello-world", "cpp"]
+readme = "README.md"
+authors = [
+    { name = "Christoph Auer", email = "cau@zurich.ibm.com" },
+    { name = "Panos Vagenas", email = "pva@zurich.ibm.com" },
+    { name = "Ahmed Nassar", email = "ahn@zurich.ibm.com" },
+    { name = "Nikos Livathinos", email = "nli@zurich.ibm.com" },
+    { name = "Maxim Lysak", email = "mly@zurich.ibm.com" },
+    { name = "Michele Dolfi", email = "dol@zurich.ibm.com" },
+    { name = "Peter Staar", email = "taa@zurich.ibm.com" },
+]
+classifiers = [
+    "Operating System :: MacOS :: MacOS X",
+    "Operating System :: POSIX :: Linux",
+    "Operating System :: Microsoft :: Windows",
+    "Development Status :: 4 - Beta",
+    "Intended Audience :: Developers",
+    "Intended Audience :: Science/Research",
+    "Topic :: Scientific/Engineering :: Artificial Intelligence",
+    "Programming Language :: Python :: 3",
+]
+requires-python = ">=3.10,<4.0"
+dependencies = [
+    "docling-metrics-core>=0.0.1",
+]
+
+[project.urls]
+homepage = "https://github.com/docling-project/docling-metrics"
+repository = "https://github.com/docling-project/docling-metrics"
+issues = "https://github.com/docling-project/docling-metrics/issues"
+
+[build-system]
+requires = ["scikit-build-core>=0.10", "pybind11>=2.12"]
+build-backend = "scikit_build_core.build"
+
+[tool.scikit-build]
+wheel.packages = ["docling_metric_hello_world_cpp"]
+
+[tool.uv]
+package = true
+
+[tool.uv.sources]
+docling-metrics-core = { workspace = true }
+
+[dependency-groups]
+test = [
+    "coverage~=7.6",
+    "pytest~=8.3",
+    "pytest-cov>=6.1.1",
+    "pytest-dependency~=0.6",
+    "pytest-xdist~=3.3",
+]
+
+[tool.semantic_release]
+version_source = "tag_only"
+branch = "main"
+parser_angular_allowed_types = "build,chore,ci,docs,feat,fix,perf,style,refactor,test"
+parser_angular_minor_types = "feat"
+parser_angular_patch_types = "fix,perf"
diff --git a/packages/docling-metric-hello-world-cpp/tests/test_cpp_binding.py b/packages/docling-metric-hello-world-cpp/tests/test_cpp_binding.py
new file mode 100644
index 0000000..9c25dba
--- /dev/null
+++ b/packages/docling-metric-hello-world-cpp/tests/test_cpp_binding.py
@@ -0,0 +1,7 @@
+"""Tests for the C++ bindings."""
+
+from docling_metric_hello_world_cpp._hello_world_cpp import evaluate_sample
+
+
+def test_cpp_evaluate_sample_returns_one() -> None:
+    assert evaluate_sample("s1", "foo", "bar") == 1.0
diff --git a/packages/docling-metric-hello-world-cpp/tests/test_hello_world_metric_cpp.py b/packages/docling-metric-hello-world-cpp/tests/test_hello_world_metric_cpp.py
new file mode 100644
index 0000000..b720815
--- /dev/null
+++ b/packages/docling-metric-hello-world-cpp/tests/test_hello_world_metric_cpp.py
@@ -0,0 +1,33 @@
+"""Tests for the HelloWorld C++ metric."""
+
+from docling_metric_hello_world_cpp import HelloWorldMetric, StringInputSample
+
+
+def test_evaluate_sample_returns_one() -> None:
+    metric = HelloWorldMetric()
+    sample_a = StringInputSample(id="s1", payload="foo")
+    sample_b = StringInputSample(id="s1", payload="bar")
+
+    result = metric.evaluate_sample(sample_a, sample_b)
+
+    assert result.id == "s1"
+    assert result.score == 1.0
+
+
+def test_evaluate_dataset() -> None:
+    metric = HelloWorldMetric()
+    pairs = [
+        (
+            StringInputSample(id="1", payload="a"),
+            StringInputSample(id="1", payload="b"),
+        ),
+        (
+            StringInputSample(id="2", payload="c"),
+            StringInputSample(id="2", payload="d"),
+        ),
+    ]
+
+    aggregate = metric.evaluate_dataset(pairs)
+
+    assert aggregate.sample_count == 2
+    assert aggregate.mean_score == 1.0
diff --git a/packages/docling-metric-hello-world/docling_metric_hello_world/__init__.py b/packages/docling-metric-hello-world/docling_metric_hello_world/__init__.py
index 3d57a90..13511bf 100644
--- a/packages/docling-metric-hello-world/docling_metric_hello_world/__init__.py
+++ b/packages/docling-metric-hello-world/docling_metric_hello_world/__init__.py
@@ -1,9 +1,3 @@
-#
-# Copyright IBM Inc. All rights reserved.
-#
-# SPDX-License-Identifier: MIT
-#
-
 """A hello-world example metric implementation for Docling metrics."""
 
 from docling_metric_hello_world.hello_world_metric import (
diff --git a/packages/docling-metric-hello-world/docling_metric_hello_world/hello_world_metric.py b/packages/docling-metric-hello-world/docling_metric_hello_world/hello_world_metric.py
index bfd00ef..24aad39 100644
--- a/packages/docling-metric-hello-world/docling_metric_hello_world/hello_world_metric.py
+++ b/packages/docling-metric-hello-world/docling_metric_hello_world/hello_world_metric.py
@@ -1,9 +1,3 @@
-#
-# Copyright IBM Inc. All rights reserved.
-#
-# SPDX-License-Identifier: MIT
-#
-
 """Hello World metric implementation demonstrating the docling-metrics-core interface."""
 
 from typing import Annotated, Iterable, Tuple
diff --git a/packages/docling-metric-hello-world/docling_metric_hello_world/py.typed b/packages/docling-metric-hello-world/docling_metric_hello_world/py.typed
new file mode 100644
index 0000000..e69de29
diff --git a/packages/docling-metric-hello-world/tests/test_hello_world_metric.py b/packages/docling-metric-hello-world/tests/test_hello_world_metric.py
index 4505f5c..c310135 100644
--- a/packages/docling-metric-hello-world/tests/test_hello_world_metric.py
+++ b/packages/docling-metric-hello-world/tests/test_hello_world_metric.py
@@ -1,9 +1,3 @@
-#
-# Copyright IBM Inc. All rights reserved.
-#
-# SPDX-License-Identifier: MIT
-#
-
 """Tests for the HelloWorld metric."""
 
 from docling_metric_hello_world import (
diff --git a/packages/docling-metrics-core/docling_metrics_core/__init__.py b/packages/docling-metrics-core/docling_metrics_core/__init__.py
index 68f23c6..2217b54 100644
--- a/packages/docling-metrics-core/docling_metrics_core/__init__.py
+++ b/packages/docling-metrics-core/docling_metrics_core/__init__.py
@@ -1,7 +1 @@
-#
-# Copyright IBM Inc. All rights reserved.
-#
-# SPDX-License-Identifier: MIT
-#
-
 """Metric types and evaluation utilities for Docling document processing."""
diff --git a/packages/docling-metrics-core/docling_metrics_core/py.typed b/packages/docling-metrics-core/docling_metrics_core/py.typed
new file mode 100644
index 0000000..e69de29
diff --git a/packages/docling-metrics-core/tests/test_placeholder.py b/packages/docling-metrics-core/tests/test_placeholder.py
deleted file mode 100644
index 3cb5dc5..0000000
--- a/packages/docling-metrics-core/tests/test_placeholder.py
+++ /dev/null
@@ -1,12 +0,0 @@
-#
-# Copyright IBM Inc. All rights reserved.
-#
-# SPDX-License-Identifier: MIT
-#
-
-"""Placeholder test to ensure pytest runs successfully."""
-
-
-def test_placeholder() -> None:
-    """Placeholder test that always passes."""
-    assert True
diff --git a/pyproject.toml b/pyproject.toml
index 873fd53..f4918fa 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,11 +25,17 @@ dev = [
     # Workspace members — ensures `uv sync` installs all packages
     "docling-metrics-core",
     "docling-metric-hello-world",
+    "docling-metric-hello-world-cpp",
+]
+build = [
+    "cibuildwheel>=2.19",
+    "delocate>=0.12",
 ]
 
 [tool.uv.sources]
 docling-metrics-core = { workspace = true }
 docling-metric-hello-world = { workspace = true }
+docling-metric-hello-world-cpp = { workspace = true }
 
 [tool.mypy]
 pretty = true
diff --git a/uv.lock b/uv.lock
index c3b6136..dafb759 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,14 +1,28 @@
 version = 1
 revision = 2
 requires-python = ">=3.10, <4.0"
+resolution-markers = [
+    "python_full_version >= '3.11'",
+    "python_full_version < '3.11'",
+]
 
 [manifest]
 members = [
     "docling-metric-hello-world",
+    "docling-metric-hello-world-cpp",
     "docling-metrics-core",
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