diff --git a/.github/workflows/documentation.yml b/.github/workflows/documentation.yml
index 62b80cdd..d8255c03 100644
--- a/.github/workflows/documentation.yml
+++ b/.github/workflows/documentation.yml
@@ -31,13 +31,15 @@ jobs:
     - name: Install dependencies
       run: poetry install --no-interaction --all-extras
     - name: Build documentation
-      run: poetry run poe docs --type build
+      run: |
+        poetry run poe docs --type build
+        touch documentation/build/.nojekyll
     - name: Setup Pages
-      uses: actions/configure-pages@v3
+      uses: actions/configure-pages@v4
     - name: Upload artifact
       uses: actions/upload-pages-artifact@v1
       with:
-        path: "documentation/build/html"
+        path: "documentation/build"
   deploy:
     environment:
       name: github-pages
diff --git a/documentation/Makefile b/documentation/Makefile
index bd9db173..67ed3482 100644
--- a/documentation/Makefile
+++ b/documentation/Makefile
@@ -4,7 +4,7 @@
 # You can set these variables from the command line, and also
 # from the environment for the first two.
 SPHINXOPTS    ?=
-SPHINXBUILD   ?= sphinx-build
+SPHINXBUILD   ?= sphinx-multiversion
 SOURCEDIR     = source
 BUILDDIR      = build
 
@@ -20,4 +20,4 @@ apidoc: ; sphinx-apidoc -f --separate --module-first -o source/rst_source ../src
 # Catch-all target: route all unknown targets to Sphinx using the new
 # "make mode" option.  $(O) is meant as a shortcut for $(SPHINXOPTS).
 %: Makefile
-	@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
+	@$(SPHINXBUILD) "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
diff --git a/documentation/source/404.rst b/documentation/source/404.rst
new file mode 100644
index 00000000..7171109a
--- /dev/null
+++ b/documentation/source/404.rst
@@ -0,0 +1,10 @@
+:orphan:
+
+.. _404:
+
+404: Page Not Found
+===================
+
+Oops! The page you are looking for cannot be found.
+
+Please continue to the :doc:`Home Page <index>`.
diff --git a/documentation/source/_templates/page.html b/documentation/source/_templates/page.html
new file mode 100644
index 00000000..64e3cbed
--- /dev/null
+++ b/documentation/source/_templates/page.html
@@ -0,0 +1,19 @@
+{% extends "!page.html" %}
+{% block body %}
+{% if current_version and latest_version and current_version != latest_version %}
+<div class="announcement">
+  <div class="announcement-content">
+    <strong>
+      {% if current_version.is_released %}
+      You're reading an old version of this documentation.
+      If you want up-to-date information, please have a look at <a href="{{ vpathto(latest_version.name) }}">{{latest_version.name}}</a>.
+      {% else %}
+      You're reading the documentation for a development version.
+      For the latest released version, please have a look at <a href="{{ vpathto(latest_version.name) }}">{{latest_version.name}}</a>.
+      {% endif %}
+    </strong>
+  </div>
+</div>
+{% endif %}
+{{ super() }}
+{% endblock %}%
diff --git a/documentation/source/_templates/versioning.html b/documentation/source/_templates/versioning.html
new file mode 100644
index 00000000..6a6919a4
--- /dev/null
+++ b/documentation/source/_templates/versioning.html
@@ -0,0 +1,16 @@
+{% if versions %}
+<div class="sidebar-tree">
+  <p class="caption" role="heading"><span class="caption-text">{{ _('Versions') }}</span></p>
+  <ul>
+    {%- for item in versions.in_development + versions.releases|sort(attribute='name', reverse=true) %}
+    {% set is_active = current_version.name == item.name %}
+    {% set is_unreleased = not item.is_released %}
+    <li class="toctree-l1 {% if is_active %}current current-page{% endif %}">
+      <a class="reference internal {% if is_active %}current{% endif %}" href="{{ item.url }}">
+        {{ item.name }} {% if is_unreleased %}(unreleased){% endif %}
+      </a>
+    </li>
+    {%- endfor %}
+  </ul>
+</div>
+{% endif %}
diff --git a/documentation/source/conf.py b/documentation/source/conf.py
index 688224a2..18149f55 100644
--- a/documentation/source/conf.py
+++ b/documentation/source/conf.py
@@ -20,7 +20,6 @@ def setup_paths():
 
 setup_paths()
 
-from genai import __version__  # noqa: E402
 
 # -- Project information -----------------------------------------------------
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information
@@ -33,6 +32,8 @@ def setup_paths():
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration
 
 extensions = [
+    "sphinx_copybutton",
+    "notfound.extension",
     "sphinx.ext.autodoc",
     "sphinx.ext.autosectionlabel",
     "sphinx.ext.autosummary",
@@ -51,6 +52,7 @@ def setup_paths():
     "sphinx.ext.viewcode",
     "sphinxcontrib.autodoc_pydantic",
     "sphinx_toolbox.collapse",
+    "sphinx_multiversion",
 ]
 
 napoleon_use_admonition_for_examples = True
@@ -59,8 +61,42 @@ def setup_paths():
 
 autosectionlabel_prefix_document = True
 templates_path = ["_templates"]
+html_sidebars = {
+    "**": [
+        "sidebar/brand.html",
+        "sidebar/search.html",
+        "sidebar/scroll-start.html",
+        "sidebar/navigation.html",
+        "versioning.html",
+        "sidebar/scroll-end.html",
+        "sidebar/variant-selector.html",
+    ]
+}
 exclude_patterns = ["_build", "Thumbs.db", ".DS_Store"]
 
+# Whitelist pattern for tags (set to None to ignore all tags)
+smv_tag_whitelist = r"^.*$"
+smv_branch_whitelist = os.environ["CURRENT_BRANCH"]
+smv_released_pattern = r"^refs/tags/.*$"
+smv_latest_version = os.environ["LATEST_VERSION"]
+notfound_urls_prefix = f"/{smv_latest_version}/"
+notfound_template = "page.html"
+version = smv_latest_version.replace("v", "")
+release = version
+smv_prebuild_command = " && ".join(
+    [
+        "cd ..",  # go to the project root
+        "make -C documentation/ apidoc",  # generates `modules` index
+        " ".join(
+            [
+                "PYTHONPATH='scripts'",
+                "BRANCH_NAME=$(cat ../versions.json | jq -r --arg DIR_NAME `basename $PWD` '.[] | select(.basedir | endswith($DIR_NAME)) | .name')",  # noqa
+                "python scripts/docs_examples_generator/main.py",
+                "scripts/docs_fix_schema_private.sh",
+            ]
+        ),
+    ]
+)
 # https://www.sphinx-doc.org/en/master/usage/extensions/autodoc.html#confval-autoclass_content
 autoclass_content = "class"
 
@@ -96,7 +132,6 @@ def setup_paths():
 # html_theme = "alabaster"
 html_static_path = ["_static"]
 html_title = "IBM Generative AI Python SDK (Tech Preview)"
-release = __version__
 
 html_theme_options = {
     "light_css_variables": {
diff --git a/poetry.lock b/poetry.lock
index d740030d..fc8f87b1 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -32,87 +32,87 @@ testing = ["bitsandbytes", "datasets", "deepspeed", "evaluate", "parameterized",
 
 [[package]]
 name = "aiohttp"
-version = "3.9.1"
+version = "3.9.2"
 description = "Async http client/server framework (asyncio)"
 optional = true
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -359,33 +359,33 @@ lxml = ["lxml"]
 
 [[package]]
 name = "black"
-version = "23.12.1"
+version = "24.1.1"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -688,10 +688,10 @@ isort = ">=4.3.21,<6.0"
 jinja2 = ">=2.10.1,<4.0"
 packaging = "*"
 pydantic = [
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+    {version = ">=1.10.0,<2.4.0 || >2.4.0,<3.0", extras = ["email"], markers = "python_version >= \"3.11\" and python_version < \"3.12\""},
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 ]
 pyyaml = ">=6.0.1"
 toml = {version = ">=0.10.0,<1.0.0", markers = "python_version < \"3.11\""}
@@ -1484,13 +1484,13 @@ files = [
 
 [[package]]
 name = "langchain-core"
-version = "0.1.15"
+version = "0.1.16"
 description = "Building applications with LLMs through composability"
 optional = true
 python-versions = ">=3.8.1,<4.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -1508,13 +1508,13 @@ extended-testing = ["jinja2 (>=3,<4)"]
 
 [[package]]
 name = "langsmith"
-version = "0.0.83"
+version = "0.0.84"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = true
 python-versions = ">=3.8.1,<4.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -1523,13 +1523,13 @@ requests = ">=2,<3"
 
 [[package]]
 name = "llama-index"
-version = "0.9.36"
+version = "0.9.39"
 description = "Interface between LLMs and your data"
 optional = true
 python-versions = ">=3.8.1,<4.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -2148,13 +2148,13 @@ files = [
 
 [[package]]
 name = "openai"
-version = "1.9.0"
+version = "1.10.0"
 description = "The official Python library for the openai API"
 optional = true
 python-versions = ">=3.7.1"
 files = [
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 ]
 
 [package.dependencies]
@@ -2187,12 +2187,12 @@ files = [
 
 [package.dependencies]
 numpy = [
+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
+    {version = ">=1.23.5", markers = "python_version >= \"3.11\" and python_version < \"3.12\""},
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-    {version = ">=1.23.5", markers = "python_version >= \"3.11\" and python_version < \"3.12\""},
-    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
 ]
 
 [[package]]
@@ -2246,9 +2246,9 @@ files = [
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.22.4,<2", markers = "python_version < \"3.11\""},
-    {version = ">=1.23.2,<2", markers = "python_version == \"3.11\""},
     {version = ">=1.26.0,<2", markers = "python_version >= \"3.12\""},
+    {version = ">=1.23.2,<2", markers = "python_version == \"3.11\""},
+    {version = ">=1.22.4,<2", markers = "python_version < \"3.11\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
@@ -2402,13 +2402,13 @@ test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-co
 
 [[package]]
 name = "pluggy"
-version = "1.3.0"
+version = "1.4.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "pluggy-1.4.0.tar.gz", hash = "sha256:8c85c2876142a764e5b7548e7d9a0e0ddb46f5185161049a79b7e974454223be"},
 ]
 
 [package.extras]
@@ -2540,19 +2540,19 @@ files = [
 
 [[package]]
 name = "pydantic"
-version = "2.5.3"
+version = "2.6.0"
 description = "Data validation using Python type hints"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "pydantic_core-2.16.1-pp310-pypy310_pp73-musllinux_1_1_x86_64.whl", hash = "sha256:780daad9e35b18d10d7219d24bfb30148ca2afc309928e1d4d53de86822593dc"},
+    {file = "pydantic_core-2.16.1-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:c94b5537bf6ce66e4d7830c6993152940a188600f6ae044435287753044a8fe2"},
+    {file = "pydantic_core-2.16.1-pp39-pypy39_pp73-macosx_10_12_x86_64.whl", hash = "sha256:adf28099d061a25fbcc6531febb7a091e027605385de9fe14dd6a97319d614cf"},
+    {file = "pydantic_core-2.16.1-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:644904600c15816a1f9a1bafa6aab0d21db2788abcdf4e2a77951280473f33e1"},
+    {file = "pydantic_core-2.16.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:87bce04f09f0552b66fca0c4e10da78d17cb0e71c205864bab4e9595122cb9d9"},
+    {file = "pydantic_core-2.16.1-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:877045a7969ace04d59516d5d6a7dee13106822f99a5d8df5e6822941f7bedc8"},
+    {file = "pydantic_core-2.16.1-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:9c46e556ee266ed3fb7b7a882b53df3c76b45e872fdab8d9cf49ae5e91147fd7"},
+    {file = "pydantic_core-2.16.1-pp39-pypy39_pp73-musllinux_1_1_aarch64.whl", hash = "sha256:4eebbd049008eb800f519578e944b8dc8e0f7d59a5abb5924cc2d4ed3a1834ff"},
+    {file = "pydantic_core-2.16.1-pp39-pypy39_pp73-musllinux_1_1_x86_64.whl", hash = "sha256:c0be58529d43d38ae849a91932391eb93275a06b93b79a8ab828b012e916a206"},
+    {file = "pydantic_core-2.16.1-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:b1fc07896fc1851558f532dffc8987e526b682ec73140886c831d773cef44b76"},
+    {file = "pydantic_core-2.16.1.tar.gz", hash = "sha256:daff04257b49ab7f4b3f73f98283d3dbb1a65bf3500d55c7beac3c66c310fe34"},
 ]
 
 [package.dependencies]
@@ -2896,13 +2870,13 @@ cli = ["click (>=5.0)"]
 
 [[package]]
 name = "pytz"
-version = "2023.3.post1"
+version = "2023.4"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 files = [
-    {file = "pytz-2023.3.post1-py2.py3-none-any.whl", hash = "sha256:ce42d816b81b68506614c11e8937d3aa9e41007ceb50bfdcb0749b921bf646c7"},
-    {file = "pytz-2023.3.post1.tar.gz", hash = "sha256:7b4fddbeb94a1eba4b557da24f19fdf9db575192544270a9101d8509f9f43d7b"},
+    {file = "pytz-2023.4-py2.py3-none-any.whl", hash = "sha256:f90ef520d95e7c46951105338d918664ebfd6f1d995bd7d153127ce90efafa6a"},
+    {file = "pytz-2023.4.tar.gz", hash = "sha256:31d4583c4ed539cd037956140d695e42c033a19e984bfce9964a3f7d59bc2b40"},
 ]
 
 [[package]]
@@ -3518,6 +3492,24 @@ sphinx = ">=4.0"
 [package.extras]
 docs = ["furo", "ipython", "myst-parser", "sphinx-copybutton", "sphinx-inline-tabs"]
 
+[[package]]
+name = "sphinx-copybutton"
+version = "0.5.2"
+description = "Add a copy button to each of your code cells."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "sphinx-copybutton-0.5.2.tar.gz", hash = "sha256:4cf17c82fb9646d1bc9ca92ac280813a3b605d8c421225fd9913154103ee1fbd"},
+    {file = "sphinx_copybutton-0.5.2-py3-none-any.whl", hash = "sha256:fb543fd386d917746c9a2c50360c7905b605726b9355cd26e9974857afeae06e"},
+]
+
+[package.dependencies]
+sphinx = ">=1.8"
+
+[package.extras]
+code-style = ["pre-commit (==2.12.1)"]
+rtd = ["ipython", "myst-nb", "sphinx", "sphinx-book-theme", "sphinx-examples"]
+
 [[package]]
 name = "sphinx-jinja2-compat"
 version = "0.2.0.post1"
@@ -3533,6 +3525,42 @@ files = [
 jinja2 = ">=2.10"
 markupsafe = ">=1"
 
+[[package]]
+name = "sphinx-multiversion"
+version = "0.2.4"
+description = "Add support for multiple versions to sphinx"
+optional = false
+python-versions = "*"
+files = []
+develop = false
+
+[package.dependencies]
+sphinx = ">=2.1"
+
+[package.source]
+type = "git"
+url = "https://github.com/samtygier-stfc/sphinx-multiversion.git"
+reference = "prebuild_command"
+resolved_reference = "46e20cc02c84ec449e684c8bad748480e4a01d6c"
+
+[[package]]
+name = "sphinx-notfound-page"
+version = "1.0.0"
+description = "Sphinx extension to build a 404 page with absolute URLs"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "sphinx_notfound_page-1.0.0-py3-none-any.whl", hash = "sha256:40a5741a6b07245a08fe55dbbd603ad6719e191b1419ab2e5337c706ebd16554"},
+    {file = "sphinx_notfound_page-1.0.0.tar.gz", hash = "sha256:14cd388956de5cdf8710ab4ff31776ef8d85759c4f46014ee30f368e83bd3a3b"},
+]
+
+[package.dependencies]
+sphinx = ">=5"
+
+[package.extras]
+doc = ["sphinx-autoapi", "sphinx-rtd-theme", "sphinx-tabs", "sphinxemoji"]
+test = ["tox"]
+
 [[package]]
 name = "sphinx-prompt"
 version = "1.5.0"
@@ -4118,13 +4146,13 @@ telegram = ["requests"]
 
 [[package]]
 name = "transformers"
-version = "4.37.0"
+version = "4.37.2"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = true
 python-versions = ">=3.8.0"
 files = [
-    {file = "transformers-4.37.0-py3-none-any.whl", hash = "sha256:669d4e2c12661e71c464eb18d6a9b9a2c74d4cba0f4648bb9323896bdd046826"},
-    {file = "transformers-4.37.0.tar.gz", hash = "sha256:5a0fdee36168f751770f7036ce7a8787be14f8b0d8f29806c493b6cb819c6c83"},
+    {file = "transformers-4.37.2-py3-none-any.whl", hash = "sha256:595a8b12a1fcc4ad0ced49ce206c58e17be68c85d7aee3d7546d04a32c910d2e"},
+    {file = "transformers-4.37.2.tar.gz", hash = "sha256:f307082ae5d528b8480611a4879a4a11651012d0e9aaea3f6cf17219ffd95542"},
 ]
 
 [package.dependencies]
@@ -4140,7 +4168,7 @@ Pillow = {version = ">=10.0.1,<=15.0", optional = true, markers = "extra == \"ag
 pyyaml = ">=5.1"
 regex = "!=2019.12.17"
 requests = "*"
-safetensors = ">=0.3.1"
+safetensors = ">=0.4.1"
 sentencepiece = {version = ">=0.1.91,<0.1.92 || >0.1.92", optional = true, markers = "extra == \"agents\""}
 tokenizers = ">=0.14,<0.19"
 torch = {version = ">=1.11,<1.12.0 || >1.12.0", optional = true, markers = "extra == \"agents\""}
@@ -4305,12 +4333,12 @@ standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)",
 
 [[package]]
 name = "vcrpy"
-version = "6.0.0"
+version = "6.0.1"
 description = "Automatically mock your HTTP interactions to simplify and speed up testing"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "vcrpy-6.0.0.tar.gz", hash = "sha256:04fc36b53981b32680d7a860bf4ceca0fbe9948349b2ac7ffd4d8f7324b77006"},
+    {file = "vcrpy-6.0.1.tar.gz", hash = "sha256:9e023fee7f892baa0bbda2f7da7c8ac51165c1c6e38ff8688683a12a4bde9278"},
 ]
 
 [package.dependencies]
@@ -4676,4 +4704,4 @@ localserver = ["fastapi", "uvicorn"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "6c62d7eed22847d230da58853b53f6c3140d9d8a1add05dbbbbaed0684a7b9af"
+content-hash = "52da9505521e1846cbd377b6597600f60d54a3fb50a373a0e2ac120b8b6b692a"
diff --git a/pyproject.toml b/pyproject.toml
index 8c980795..f9c0758b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -100,6 +100,9 @@ gitchangelog = "3.0.4"
 pystache = "0.6.5"
 tabulate = "0.9.0"
 m2r = "^0.3.1"
+sphinx-multiversion = { "git" = "https://github.com/samtygier-stfc/sphinx-multiversion.git", branch = "prebuild_command" }
+sphinx-copybutton = "^0.5.2"
+sphinx-notfound-page = "^1.0.0"
 
 
 [tool.poetry.extras]
@@ -173,40 +176,53 @@ help = "Generate Pydantic models and endpoints information from OpenAPI"
 env = { "PYTHONPATH" = "scripts" }
 sequence = [{ cmd = "python scripts/types_generator/main.py" }, { ref = "format", "cwd" = "src/genai/schema"}]
 
+[tool.poe.tasks._git]
+control.expr = "type"
+args = ["type"]
+
+    [[tool.poe.tasks._git.switch]]
+    case = "latest_tag"
+    help = "Finds the latest released version (by GIT tag lookup)"
+    shell = "git tag --sort version:refname | grep -E '[0-9]' | tail -1"
+
+    [[tool.poe.tasks._git.switch]]
+    case = "current_branch"
+    help = "Gets the current branch name"
+    shell = "git rev-parse --abbrev-ref HEAD"
 
 [tool.poe.tasks.docs]
 help = "Documentation related commands"
 control.expr = "type"
 args = ["type"]
+uses = { LATEST_VERSION = "_git --type latest_tag", CURRENT_BRANCH="_git --type current_branch" }
 
     [[tool.poe.tasks.docs.switch]]
     case = "help"
     help = "Show help"
-    cwd = "documentation"
     cmd = "make"
 
     [[tool.poe.tasks.docs.switch]]
     case = "build"
     help = "Update sources for the documentation and build static HTML"
     sequence = [
+        { shell = '[[ -z $(git status -uno --porcelain) ]] || (echo "Your index contains uncommitted changes! Commit them and try again." && exit 1)' },
         "docs --type=clear",
-        { cmd = "make apidoc", cwd = "documentation" },
-        { cmd = "scripts/docs_fix_schema_private.sh" },
-        { cmd = "python scripts/docs_examples_generator/main.py", env = { PYTHONPATH="scripts" }},
-        { cmd = "make html", cwd = "documentation" }
+        { cmd = "make docs", cwd = "documentation" },
+        { cmd = 'python scripts/docs_root_redirect.py --version="${LATEST_VERSION}" --output="./documentation/build"', env = { "PYTHONPATH" = "scripts" } },
     ]
 
     [[tool.poe.tasks.docs.switch]]
     case = "open"
-    cwd = "documentation"
     help = "Open HTML Documentation"
-    cmd = "open build/html/index.html"
+    cwd = "documentation"
+    cmd = "open build/${CURRENT_BRANCH}/index.html"
+    uses = { CURRENT_BRANCH="_git --type current_branch" }
 
     [[tool.poe.tasks.docs.switch]]
     case = "clear"
-    cwd = "documentation"
     help = "Remove build"
-    sequence = [{ "script" = "shutil:rmtree('build/', ignore_errors=1)" }, { "script" = "shutil:rmtree('source/rst_source', ignore_errors=1)" }, { cmd = "make clean" }]
+    cwd = "documentation"
+    sequence = [{ "script" = "shutil:rmtree('build/', ignore_errors=1)" }, { "script" = "shutil:rmtree('source/rst_source', ignore_errors=1)" }]
 
 [tool.poe.tasks.changelog]
 help = "Changelog related commands"
diff --git a/scripts/docs_examples_generator/config.py b/scripts/docs_examples_generator/config.py
index dafc11d2..4d8806eb 100644
--- a/scripts/docs_examples_generator/config.py
+++ b/scripts/docs_examples_generator/config.py
@@ -1,3 +1,4 @@
+import os
 from pathlib import Path
 
 import dotenv
@@ -11,7 +12,9 @@ class GeneratorConfig(BaseModel):
     output_directory: Path = Path(dirname, "../../documentation/source/rst_source")
     input_directory: Path = Path(dirname, "../../examples")
     module_name: str = Field("examples", min_length=1)
-    input_directory_href: str = "https://github.com/IBM/ibm-generative-ai/blob/main/examples"
+    input_directory_href: str = (
+        f"https://github.com/IBM/ibm-generative-ai/blob/{os.environ.get('BRANCH_NAME', 'main')}/examples"
+    )
     exclude: set[str] = set()
     modules_order: dict[str, dict[str, list[int]]] = {
         "examples": [
diff --git a/scripts/docs_root_redirect.py b/scripts/docs_root_redirect.py
new file mode 100644
index 00000000..b463ed82
--- /dev/null
+++ b/scripts/docs_root_redirect.py
@@ -0,0 +1,85 @@
+"""
+Create special redirect files for a documentation's root (/) and for all unmatched routes (non existing pages).
+"""
+import argparse
+import json
+import os
+import re
+from pathlib import Path
+
+
+def _assert_valid_version(version: str):
+    validator = re.compile(r"v\d+\.\d+\.\d+")
+    if not validator.match(version):
+        raise ValueError(f"Invalid version retrieved '{version}' (valid example 'v1.0.0')")
+
+
+def _create_redirect_code_snippet(path: str, *, delay_sec: int = 0, custom_code: str = ""):
+    return f"""<!DOCTYPE html>
+<html>
+  <head>
+    <title>Redirecting...</title>
+    <meta charset="utf-8">
+    <meta http-equiv="refresh" content="{delay_sec}; url={path}">
+    <link rel="canonical" href="https://ibm.github.io/ibm-generative-ai{path}">
+    {custom_code}
+  </head>
+</html>
+"""
+
+
+def create_root_page_redirect(output_directory: Path, version: str):
+    _assert_valid_version(version)
+    template = _create_redirect_code_snippet(f"/{version}/index.html")
+    Path(output_directory, "index.html").write_text(template)
+
+
+def create_not_found_page_redirect(output_directory: Path, version: str):
+    """
+    Redirects to the 404 page in the current documentation's version.
+    Examples:
+        /v2.0.0/non-existing-page -> /v2.0.0/404.html
+        /v3.0.0/non-existing-page -> /v3.0.0/404.html
+        /some-random-page -> /v3.0.0/404.html  # redirect to the latest version
+    """
+
+    _assert_valid_version(version)
+
+    supported_versions = [name for name in os.listdir(output_directory) if os.path.isdir(Path(output_directory, name))]
+    if not supported_versions:
+        raise RuntimeError("No versions found! Probably wrong path.")
+
+    dynamic_redirect = f"""<script>
+    var pathnameParts = window.location.pathname.split('/').slice(1)
+    var fallbackVersions = JSON.parse('{json.dumps(supported_versions)}')
+    var fallbackVersion = '{version}'
+
+    var currentVersion = pathnameParts.shift()
+    if (!fallbackVersions.includes(currentVersion)) {{
+        currentVersion = fallbackVersion
+    }}
+
+    var target = ['', currentVersion, "404.html"].join('/')
+    window.location.href = target
+</script>"""
+
+    template = _create_redirect_code_snippet(
+        f"/{version}/404.html",
+        delay_sec=1,  # give a client time to execute JavaScript
+        custom_code=dynamic_redirect,
+    )
+    Path(output_directory, "404.html").write_text(template)
+
+
+def _parse_args():
+    parser = argparse.ArgumentParser(description="Optional app description")
+    parser.add_argument("--version", type=str, required=True)
+    parser.add_argument("--output", type=str, required=True)
+    return parser.parse_args()
+
+
+if __name__ == "__main__":
+    config = _parse_args()
+
+    create_root_page_redirect(Path(config.output), config.version)
+    create_not_found_page_redirect(Path(config.output), config.version)