diff --git a/deps/dev-requirements.pip b/deps/dev-requirements.pip
index ed3b90f5da9..d48a43e3d3e 100644
--- a/deps/dev-requirements.pip
+++ b/deps/dev-requirements.pip
@@ -5,6 +5,7 @@ gitpython == 3.1.0
 flake8
 pylint
 sphinx
+sphinx-multiversion
 mypy
 yapf
 pytest
diff --git a/docs/_static/extra.css b/docs/_static/extra.css
new file mode 100644
index 00000000000..f4a81a403ba
--- /dev/null
+++ b/docs/_static/extra.css
@@ -0,0 +1 @@
+div.versions {margin-top: 10px}
diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
new file mode 100644
index 00000000000..5063ccfd25f
--- /dev/null
+++ b/docs/_templates/layout.html
@@ -0,0 +1,17 @@
+{%- extends "!layout.html" %}
+{%- block htmltitle %}
+  {% if versions %}
+    <title>{{ title|striptags|e }} - {{ project }} {{ current_version.name }} Documentation</title>
+  {% else %}
+    <title>{{ title|striptags|e }}{{ titlesuffix }}</title>
+  {% endif %}
+{%- endblock %}
+
+{%- block rootrellink %}
+  {% if versions %}
+        <li class="nav-item nav-item-0"><a href="{{ pathto(master_doc)|e }}">{{ project }} {{ current_version.name }} Documentation</a>{{ reldelim1 }}</li>
+  {% else %}
+        <li class="nav-item nav-item-0"><a href="{{ pathto(master_doc)|e }}">{{ shorttitle|e }}</a>{{ reldelim1 }}</li>
+  {% endif %}
+{%- endblock %}
+
diff --git a/docs/_templates/versioning.html b/docs/_templates/versioning.html
new file mode 100644
index 00000000000..bd384e497ee
--- /dev/null
+++ b/docs/_templates/versioning.html
@@ -0,0 +1,21 @@
+{% if versions %}
+<div class="versions">
+<h3>{{ _('Versions') }}</h3>
+<ul>
+  <li><a href="../{{ pathto("",1)}}index.html">Latest</a></li>
+  {%- for item in versions %}
+  <li><a href="{{ item.url }}">{{ item.name }}</a></li>
+  {%- endfor %}
+</ul>
+</div>
+{% else %}
+<div class="versions">
+<h3>{{ _('Versions') }}</h3>
+<ul>
+  <li><a href="{{ pathto("",1)}}index.html">Latest</a></li>
+  {%- for item in ['0.9.0', '1.0.0', '1.1.0'] %}
+  <li><a href="{{ pathto("",1)}}{{ item }}/index.html">{{ item }}</a></li>
+  {%- endfor %}
+</ul>
+</div>
+{% endif %}
diff --git a/docs/conf.py b/docs/conf.py
index 4bc40fbb566..df9b5ce97d2 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -33,8 +33,15 @@
 # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
 # ones.
 extensions = [
-    'sphinx.ext.autodoc', 'sphinx.ext.doctest', 'sphinx.ext.intersphinx', 'sphinx.ext.todo', 'sphinx.ext.coverage',
-    'sphinx.ext.viewcode', 'sphinx.ext.githubpages', 'sphinx.ext.imgmath'
+    'sphinx.ext.autodoc',
+    'sphinx.ext.doctest',
+    'sphinx.ext.intersphinx',
+    'sphinx.ext.todo',
+    'sphinx.ext.coverage',
+    'sphinx.ext.viewcode',
+    'sphinx.ext.githubpages',
+    'sphinx.ext.imgmath',
+    'sphinx_multiversion',
 ]
 
 # Add any paths that contain templates here, relative to this directory.
@@ -87,13 +94,7 @@
 # a list of builtin themes.
 html_theme = 'classic'
 
-html_sidebars = {
-    '**': [
-        'localtoc.html',
-        'relations.html',
-        'searchbox.html',
-    ]
-}
+html_sidebars = {'**': ['localtoc.html', 'relations.html', 'searchbox.html', 'versioning.html']}
 
 # Theme options are theme-specific and customize the look and feel of a theme
 # further.  For a list of options available for each theme, see the
@@ -106,6 +107,7 @@
 html_static_path = ['_static']
 
 # -- Options for HTMLHelp output ------------------------------------------
+html_css_files = ['extra.css']
 
 # Output file base name for HTML help builder.
 htmlhelp_basename = 'MantidImagingdoc'
@@ -158,3 +160,9 @@
 
 # Stop sphinx from being a smartypants and merging the -- into a single unicode dash
 html_use_smartypants = False
+
+# sphinx-multiversion
+smv_tag_whitelist = r'^\d+\.\d+\.\d+$'  # tags that look like versions
+smv_branch_whitelist = None  # No branches
+smv_released_pattern = r''
+smv_prebuild_command = "python setup.py docs_api"
diff --git a/environment.yml b/environment.yml
index e4838852e14..dde06dc3aa2 100644
--- a/environment.yml
+++ b/environment.yml
@@ -27,7 +27,8 @@ dependencies:
       - mock
       - pylint
       - sphinx
+      - sphinx-multiversion
       - pytest-randomly
       - pytest-parallel
       - psutil
-      - isort
\ No newline at end of file
+      - isort