diff --git a/.readthedocs.yaml b/.readthedocs.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..49efc46d01072d895af9d2cfce758e2ac1409a51
--- /dev/null
+++ b/.readthedocs.yaml
@@ -0,0 +1,18 @@
+# .readthedocs.yaml
+# Read the Docs configuration file
+# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details
+
+# Required
+version: 2
+
+# Build documentation in the docs/ directory with Sphinx
+sphinx:
+   configuration: docs/conf.py
+
+# Optionally build your docs in additional formats such as PDF
+formats:
+   - pdf
+
+conda:
+  environment: environment.yml
+
diff --git a/README.md b/README.md
index dcb08eed6738b90e61d3fa43cdc72369f8c71154..073266c1112be231c2636d8dab3b234a93b08a40 100644
--- a/README.md
+++ b/README.md
@@ -10,6 +10,8 @@ Current build status
 [![OSX](https://img.shields.io/travis/conda-forge/plio-feedstock/master.svg?label=macOS)](https://travis-ci.org/conda-forge/plio-feedstock)
 [![Windows](https://img.shields.io/appveyor/ci/conda-forge/plio-feedstock/master.svg?label=Windows)](https://ci.appveyor.com/project/conda-forge/plio-feedstock/branch/master)
 
+[![Documentation Status](https://readthedocs.org/projects/plio/badge/?version=latest)](https://plio.readthedocs.io/en/latest/?badge=latest)
+
 Current release info
 ====================
 
@@ -47,6 +49,7 @@ We maintain a development branch of plio that is used as a staging area for our
 
 [![Coverage Status](https://coveralls.io/repos/github/USGS-Astrogeology/plio/badge.svg?branch=master)](https://coveralls.io/github/USGS-Astrogeology/plio?branch=master)
 
+
 To install the development version: 
 
 ```
diff --git a/docs/users/tutorials/index.rst b/docs/users/tutorials/index.rst
index 97df55abe1a3d7ae1b7718d8482323d5ce93cc37..9620a2900567441415ab4d1c1e607f26fd3ef5d2 100644
--- a/docs/users/tutorials/index.rst
+++ b/docs/users/tutorials/index.rst
@@ -1,5 +1,5 @@
-Getting Started with AutoCNet
-=============================
+Getting Started with Plio
+=========================
 
 .. toctree::
    :maxdepth: 1