diff --git a/.gitignore b/.gitignore
index 4dbe546fa..2038ceeb2 100644
--- a/.gitignore
+++ b/.gitignore
@@ -22,4 +22,4 @@ bin/
 .vscode/
 
 # Sphinx build venv
-venv/
+.tox/
diff --git a/Makefile b/Makefile
index d19d2ae76..17e0814db 100644
--- a/Makefile
+++ b/Makefile
@@ -38,13 +38,6 @@ PROXY               ?= http://proxy.foo.com:8000
 NO_PROXY            ?= localhost,127.0.0.1,.svc.cluster.local
 USE_PROXY           ?= false
 
-# Sphinx document options
-PYTHON_EXECUTABLE   := python3
-SPHINXBUILD         ?= sphinx-build
-SOURCEDIR           = docs/source
-BUILDDIR            = docs/build/html
-REQUIREMENTSTXT     := docs/requirements.txt
-
 # Godoc server options
 GD_PORT             ?= 8080
 
@@ -153,11 +146,7 @@ clean:
 
 .PHONY: docs
 docs:
-	@$(PYTHON_EXECUTABLE) -m venv venv
-	source ./venv/bin/activate
-	@$(PYTHON_EXECUTABLE) -m pip install -r ${REQUIREMENTSTXT}
-	@$(SPHINXBUILD) "$(SOURCEDIR)" "$(BUILDDIR)"
-	rm -rf venv
+	tox
 
 .PHONY: godoc
 godoc:
diff --git a/playbooks/airship-airshipctl-build-docs.yaml b/playbooks/airship-airshipctl-build-docs.yaml
deleted file mode 100644
index abb93cdb7..000000000
--- a/playbooks/airship-airshipctl-build-docs.yaml
+++ /dev/null
@@ -1,18 +0,0 @@
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-- hosts: all
-  become: yes
-  roles:
-    - ensure-python
-    - airshipctl-build-docs
-    - fetch-sphinx-output
diff --git a/roles/airshipctl-build-docs/tasks/main.yaml b/roles/airshipctl-build-docs/tasks/main.yaml
deleted file mode 100644
index 5cdcac65f..000000000
--- a/roles/airshipctl-build-docs/tasks/main.yaml
+++ /dev/null
@@ -1,16 +0,0 @@
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-- name: Buid airshipctl Docs
-  make:
-    chdir: "{{ zuul.project.src_dir }}"
-    target: docs
diff --git a/tox.ini b/tox.ini
new file mode 100644
index 000000000..5a4dd9fb7
--- /dev/null
+++ b/tox.ini
@@ -0,0 +1,18 @@
+[tox]
+envlist = docs
+skipsdist = true
+
+[testenv]
+setenv = VIRTUAL_ENV={envdir}
+         LANGUAGE=en_US
+         LC_ALL=en_US.utf-8
+passenv = http_proxy HTTP_PROXY https_proxy HTTPS_PROXY no_proxy NO_PROXY
+
+[testenv:docs]
+basepython = python3
+whitelist_externals = rm
+deps =
+    -r{toxinidir}/docs/requirements.txt
+commands =
+    rm -rf docs/build
+    sphinx-build docs/source docs/build/html
diff --git a/zuul.d/jobs.yaml b/zuul.d/jobs.yaml
index 0b46734dc..0f8114845 100644
--- a/zuul.d/jobs.yaml
+++ b/zuul.d/jobs.yaml
@@ -15,14 +15,6 @@
     run: tests/ansible/role-test-runner.yaml
     nodeset: airship-airshipctl-single-node
 
-- job:
-    name: airship-airshipctl-build-docs
-    nodeset: airship-airshipctl-single-node
-    run: playbooks/airship-airshipctl-build-docs.yaml
-    vars:
-      sphinx_build_dir: docs/build
-      python_version: 3.7
-
 - job:
     name: airship-airshipctl-lint-unit
     pre-run: playbooks/airship-airshipctl-deploy-docker.yaml
diff --git a/zuul.d/projects.yaml b/zuul.d/projects.yaml
index 8891203b2..59611ecea 100644
--- a/zuul.d/projects.yaml
+++ b/zuul.d/projects.yaml
@@ -11,16 +11,17 @@
 # limitations under the License.
 
 - project:
+    templates:
+      - docs-on-readthedocs
     vars:
-      # NOTE(drewwalters96): These variables are required for the documentation promotion job.
-      download_artifact_job: airship-airshipctl-build-docs
-      download_artifact_pipeline: gate
+      rtd_project_name: airship-airshipctl
+      rtd_webhook_id: 112688
+      sphinx_build_dir: docs/build
     check:
       jobs:
         - airship-airshipctl-roles-test:
             files:
               - "roles/*"
-        - airship-airshipctl-build-docs
         - airship-airshipctl-lint-unit
         - airship-airshipctl-build-image
 #        - airship-airshipctl-functional-existing-k8s TODO: Enable this when functional tests exist, and a cluster is up
@@ -28,7 +29,6 @@
         - airship-airshipctl-32GB-gate-test
     gate:
       jobs:
-        - airship-airshipctl-build-docs
         - airship-airshipctl-lint-unit
         - airship-airshipctl-build-image
 #        - airship-airshipctl-functional-existing-k8s TODO: Enable this when functional tests exist, and a cluster is up