diff --git a/Makefile b/Makefile
index 0d3e79fb..9a364991 100644
--- a/Makefile
+++ b/Makefile
@@ -1,11 +1,5 @@
 PYTEST_FLAGS=-W error::SyntaxWarning
 
-SPHINXOPTS    = -W --keep-going
-SPHINXBUILD   = sphinx-build
-SPHINXPROJ    = launchdarkly-server-sdk
-SOURCEDIR     = docs
-BUILDDIR      = $(SOURCEDIR)/build
-
 # Package paths
 SERVER_AI_PKG = packages/sdk/server-ai
 LANGCHAIN_PKG = packages/ai-providers/server-ai-langchain
@@ -105,5 +99,12 @@ build-openai: #! Build openai provider package
 #
 
 .PHONY: docs
-docs: #! Generate sphinx-based documentation
-	$(MAKE) -C $(SERVER_AI_PKG) docs DOCS_DIR=../../../$(SOURCEDIR) DOCS_BUILD_DIR=../../../$(BUILDDIR)
+docs: docs-server-ai docs-openai #! Generate sphinx docs for all documented packages
+
+.PHONY: docs-server-ai
+docs-server-ai: #! Generate sphinx docs for server-ai package
+	$(MAKE) -C $(SERVER_AI_PKG) docs
+
+.PHONY: docs-openai
+docs-openai: #! Generate sphinx docs for openai provider package
+	$(MAKE) -C $(OPENAI_PKG) docs
diff --git a/packages/ai-providers/server-ai-openai/.readthedocs.yaml b/packages/ai-providers/server-ai-openai/.readthedocs.yaml
new file mode 100644
index 00000000..ac93ba2a
--- /dev/null
+++ b/packages/ai-providers/server-ai-openai/.readthedocs.yaml
@@ -0,0 +1,20 @@
+version: 2
+
+sphinx:
+  builder: html
+  configuration: packages/ai-providers/server-ai-openai/docs/conf.py
+  fail_on_warning: true
+
+build:
+  os: ubuntu-24.04
+  tools:
+    python: "3.12"
+  jobs:
+    pre_create_environment:
+      - asdf plugin add uv
+      - asdf install uv latest
+      - asdf global uv latest
+    create_environment:
+      - uv venv "${READTHEDOCS_VIRTUALENV_PATH}"
+    install:
+      - UV_PROJECT_ENVIRONMENT="${READTHEDOCS_VIRTUALENV_PATH}" uv sync --project packages/ai-providers/server-ai-openai --group docs
diff --git a/packages/ai-providers/server-ai-openai/Makefile b/packages/ai-providers/server-ai-openai/Makefile
index 8077bb0d..3ab798c1 100644
--- a/packages/ai-providers/server-ai-openai/Makefile
+++ b/packages/ai-providers/server-ai-openai/Makefile
@@ -27,3 +27,8 @@ lint: install
 build: #! Build distribution files
 build: install
 	uv build --out-dir dist
+
+.PHONY: docs
+docs: #! Generate sphinx-based documentation
+	uv sync --group docs
+	uv run sphinx-build -W --keep-going -M html docs docs/build
diff --git a/docs/_static/.gitkeep b/packages/ai-providers/server-ai-openai/docs/_static/.gitkeep
similarity index 100%
rename from docs/_static/.gitkeep
rename to packages/ai-providers/server-ai-openai/docs/_static/.gitkeep
diff --git a/docs/_templates/.gitkeep b/packages/ai-providers/server-ai-openai/docs/_templates/.gitkeep
similarity index 100%
rename from docs/_templates/.gitkeep
rename to packages/ai-providers/server-ai-openai/docs/_templates/.gitkeep
diff --git a/packages/ai-providers/server-ai-openai/docs/api.rst b/packages/ai-providers/server-ai-openai/docs/api.rst
new file mode 100644
index 00000000..047c6667
--- /dev/null
+++ b/packages/ai-providers/server-ai-openai/docs/api.rst
@@ -0,0 +1,37 @@
+OpenAI Provider API
+====================
+
+ldai_openai.openai_runner_factory
+----------------------------------
+
+.. automodule:: ldai_openai.openai_runner_factory
+    :members:
+    :special-members: __init__
+
+ldai_openai.openai_model_runner
+--------------------------------
+
+.. automodule:: ldai_openai.openai_model_runner
+    :members:
+    :special-members: __init__
+
+ldai_openai.openai_agent_runner
+--------------------------------
+
+.. automodule:: ldai_openai.openai_agent_runner
+    :members:
+    :special-members: __init__
+
+ldai_openai.openai_agent_graph_runner
+--------------------------------------
+
+.. automodule:: ldai_openai.openai_agent_graph_runner
+    :members:
+    :special-members: __init__
+
+ldai_openai.openai_helper
+--------------------------
+
+.. automodule:: ldai_openai.openai_helper
+    :members:
+    :special-members: __init__
diff --git a/packages/ai-providers/server-ai-openai/docs/conf.py b/packages/ai-providers/server-ai-openai/docs/conf.py
new file mode 100644
index 00000000..df782781
--- /dev/null
+++ b/packages/ai-providers/server-ai-openai/docs/conf.py
@@ -0,0 +1,85 @@
+# -*- coding: utf-8 -*-
+# type: ignore
+# Configuration file for the Sphinx documentation builder.
+#
+# This file does only contain a selection of the most common options. For a
+# full list see the documentation:
+# http://www.sphinx-doc.org/en/master/config
+
+# -- Path setup --------------------------------------------------------------
+
+import os
+import sys
+from importlib.metadata import version as _pkg_version
+
+# Add the openai provider package source to the path
+sys.path.insert(0, os.path.abspath('../src'))
+
+import ldai_openai  # noqa: F401
+
+# -- Project information -----------------------------------------------------
+
+project = u'launchdarkly-server-sdk-ai-openai'
+copyright = u'2026, LaunchDarkly'
+author = u'LaunchDarkly'
+
+# The short X.Y version.
+version = _pkg_version('launchdarkly-server-sdk-ai-openai')
+# The full version, including alpha/beta/rc tags.
+release = version
+
+
+# -- General configuration ---------------------------------------------------
+
+extensions = [
+    'sphinx.ext.autodoc',
+    'sphinx.ext.coverage',
+    'sphinx.ext.viewcode',
+    'sphinx.ext.intersphinx',
+]
+
+# Add any paths that contain templates here, relative to this directory.
+templates_path = ['_templates']
+
+# The suffix(es) of source filenames.
+source_suffix = '.rst'
+
+# The master toctree document.
+master_doc = 'index'
+
+# The language for content autogenerated by Sphinx.
+language = 'en'
+
+# List of patterns, relative to source directory, that match files and
+# directories to ignore when looking for source files.
+exclude_patterns = ['build']
+
+# The name of the Pygments (syntax highlighting) style to use.
+pygments_style = 'sphinx'
+
+
+# -- Options for HTML output -------------------------------------------------
+
+# RTD sets html_theme = 'sphinx_rtd_theme' itself
+
+# Add any paths that contain custom static files (such as style sheets) here,
+# relative to this directory.
+html_static_path = ['_static']
+
+
+# -- Options for HTMLHelp output ---------------------------------------------
+
+# Output file base name for HTML help builder.
+htmlhelp_basename = 'launchdarkly-server-sdk-ai-openai-doc'
+
+
+# -- Extension configuration -------------------------------------------------
+
+intersphinx_mapping = {
+    'python': ('https://docs.python.org/3', None),
+    'ldai': ('https://launchdarkly-python-sdk-ai.readthedocs.io/en/latest/', None),
+}
+
+autodoc_default_options = {
+    'undoc-members': False
+}
diff --git a/packages/ai-providers/server-ai-openai/docs/index.rst b/packages/ai-providers/server-ai-openai/docs/index.rst
new file mode 100644
index 00000000..e21fd56e
--- /dev/null
+++ b/packages/ai-providers/server-ai-openai/docs/index.rst
@@ -0,0 +1,16 @@
+LaunchDarkly Server-Side AI SDK — OpenAI Provider
+==================================================
+
+This is the API reference for the OpenAI provider package of the `LaunchDarkly <https://launchdarkly.com/>`_ Server-Side AI SDK for Python.
+
+The latest version of this package is on `PyPI <https://pypi.org/project/launchdarkly-server-sdk-ai-openai/>`_, and the source code is on `GitHub <https://github.com/launchdarkly/python-server-sdk-ai>`_.
+
+This package extends the main `launchdarkly-server-sdk-ai <https://launchdarkly-python-sdk-ai.readthedocs.io/en/latest/>`_ package with OpenAI-specific runners. See that documentation for general usage of the AI SDK.
+
+Any types, functions, or constants that are not specifically described in this API reference should be considered implementation details that are not supported for external use; LaunchDarkly reserves the right to change them at any time and application code should not rely on them.
+
+.. toctree::
+   :maxdepth: 2
+   :caption: Contents:
+
+   api
diff --git a/packages/ai-providers/server-ai-openai/pyproject.toml b/packages/ai-providers/server-ai-openai/pyproject.toml
index e9965bd1..47101e4a 100644
--- a/packages/ai-providers/server-ai-openai/pyproject.toml
+++ b/packages/ai-providers/server-ai-openai/pyproject.toml
@@ -41,6 +41,10 @@ dev = [
     "isort>=5.12.0",
     "openai-agents>=0.0.1",
 ]
+docs = [
+    "sphinx>=6,<8",
+    "sphinx-rtd-theme>=1.3,<4.0",
+]
 
 [build-system]
 requires = ["hatchling"]
diff --git a/.readthedocs.yml b/packages/sdk/server-ai/.readthedocs.yaml
similarity index 89%
rename from .readthedocs.yml
rename to packages/sdk/server-ai/.readthedocs.yaml
index 038d33fc..dd46572d 100644
--- a/.readthedocs.yml
+++ b/packages/sdk/server-ai/.readthedocs.yaml
@@ -2,7 +2,7 @@ version: 2
 
 sphinx:
   builder: html
-  configuration: docs/conf.py
+  configuration: packages/sdk/server-ai/docs/conf.py
   fail_on_warning: true
 
 build:
diff --git a/packages/sdk/server-ai/Makefile b/packages/sdk/server-ai/Makefile
index b0d21417..18746fdf 100644
--- a/packages/sdk/server-ai/Makefile
+++ b/packages/sdk/server-ai/Makefile
@@ -1,10 +1,4 @@
 PYTEST_FLAGS=-W error::SyntaxWarning
-SPHINXOPTS    = -W --keep-going
-SPHINXBUILD   = sphinx-build
-
-# Configurable docs paths (can be overridden from root Makefile)
-DOCS_DIR ?= docs
-DOCS_BUILD_DIR ?= docs/build
 
 .PHONY: help
 help: #! Show this help message
@@ -37,4 +31,4 @@ build: install
 .PHONY: docs
 docs: #! Generate sphinx-based documentation
 	uv sync --group docs
-	uv run $(SPHINXBUILD) -M html "$(DOCS_DIR)" "$(DOCS_BUILD_DIR)" $(SPHINXOPTS)
+	uv run sphinx-build -W --keep-going -M html docs docs/build
diff --git a/docs/README.md b/packages/sdk/server-ai/docs/README.md
similarity index 100%
rename from docs/README.md
rename to packages/sdk/server-ai/docs/README.md
diff --git a/packages/sdk/server-ai/docs/_static/.gitkeep b/packages/sdk/server-ai/docs/_static/.gitkeep
new file mode 100644
index 00000000..e69de29b
diff --git a/packages/sdk/server-ai/docs/_templates/.gitkeep b/packages/sdk/server-ai/docs/_templates/.gitkeep
new file mode 100644
index 00000000..e69de29b
diff --git a/docs/api-main.rst b/packages/sdk/server-ai/docs/api-main.rst
similarity index 100%
rename from docs/api-main.rst
rename to packages/sdk/server-ai/docs/api-main.rst
diff --git a/docs/conf.py b/packages/sdk/server-ai/docs/conf.py
similarity index 95%
rename from docs/conf.py
rename to packages/sdk/server-ai/docs/conf.py
index 47061f10..763b1cd8 100644
--- a/docs/conf.py
+++ b/packages/sdk/server-ai/docs/conf.py
@@ -20,7 +20,7 @@
 import sys
 
 # Add the server-ai package source to the path
-sys.path.insert(0, os.path.abspath('../packages/sdk/server-ai/src'))
+sys.path.insert(0, os.path.abspath('../src'))
 
 import ldai
 
@@ -49,8 +49,14 @@
     'sphinx.ext.autodoc',
     'sphinx.ext.coverage',
     'sphinx.ext.viewcode',
+    'sphinx.ext.intersphinx',
 ]
 
+intersphinx_mapping = {
+    'python': ('https://docs.python.org/3', None),
+    'ldai_openai': ('https://launchdarkly-python-sdk-ai.readthedocs.io/projects/openai/en/latest/', None),
+}
+
 # Add any paths that contain templates here, relative to this directory.
 templates_path = ['_templates']
 
diff --git a/docs/index.rst b/packages/sdk/server-ai/docs/index.rst
similarity index 100%
rename from docs/index.rst
rename to packages/sdk/server-ai/docs/index.rst
diff --git a/packages/sdk/server-ai/pyproject.toml b/packages/sdk/server-ai/pyproject.toml
index 65e79a4c..49354b6d 100644
--- a/packages/sdk/server-ai/pyproject.toml
+++ b/packages/sdk/server-ai/pyproject.toml
@@ -42,13 +42,6 @@ dev = [
 docs = [
     "sphinx>=6,<8",
     "sphinx-rtd-theme>=1.3,<4.0",
-    "certifi>=2018.4.16",
-    "expiringdict>=1.1.4",
-    "pyrfc3339>=1.0",
-    "jsonpickle>1.4.1",
-    "semver>=2.7.9",
-    "urllib3>=1.26.0",
-    "jinja2==3.1.6",
 ]
 
 [build-system]