diff --git a/README.rst b/README.rst
index e5bf7b9d..68b856b0 100644
--- a/README.rst
+++ b/README.rst
@@ -3,7 +3,7 @@ Mozilla Voice STT
 
 
 .. image:: https://readthedocs.org/projects/deepspeech/badge/?version=latest
-   :target: http://mozilla-voice-stt.readthedocs.io/?badge=latest
+   :target: http://deepspeech.readthedocs.io/?badge=latest
    :alt: Documentation
 
 
@@ -14,7 +14,7 @@ Mozilla Voice STT
 
 Mozilla Voice STT is an open source Speech-To-Text engine, using a model trained by machine learning techniques based on `Baidu's Deep Speech research paper <https://arxiv.org/abs/1412.5567>`_. Mozilla Voice STT uses Google's `TensorFlow <https://www.tensorflow.org/>`_ to make the implementation easier.
 
-Documentation for installation, usage, and training models are available on `mozilla-voice-stt.readthedocs.io <http://mozilla-voice-stt.readthedocs.io/?badge=latest>`_.
+Documentation for installation, usage, and training models are available on `deepspeech.readthedocs.io <http://deepspeech.readthedocs.io/?badge=latest>`_.
 
 For the latest release, including pre-trained models and checkpoints, `see the latest release on GitHub <https://github.com/mozilla/STT/releases/latest>`_.
 
diff --git a/data/README.rst b/data/README.rst
index 1d841060..4a98ac93 100644
--- a/data/README.rst
+++ b/data/README.rst
@@ -7,5 +7,5 @@ This directory contains language-specific data files. Most importantly, you will
 
 2. A script used to generate a binary n-gram language model: ``data/lm/generate_lm.py``.
 
-For more information on how to build these resources from scratch, see the ``External scorer scripts`` section on `mozilla-voice-stt.readthedocs.io <https://mozilla-voice-stt.readthedocs.io/>`_.
+For more information on how to build these resources from scratch, see the ``External scorer scripts`` section on `deepspeech.readthedocs.io <https://deepspeech.readthedocs.io/>`_.
 
diff --git a/native_client/generate_scorer_package.cpp b/native_client/generate_scorer_package.cpp
index 63d294bf..c33c4891 100644
--- a/native_client/generate_scorer_package.cpp
+++ b/native_client/generate_scorer_package.cpp
@@ -102,7 +102,7 @@ main(int argc, char** argv)
         ("package", po::value<string>(), "Path to save scorer package.")
         ("default_alpha", po::value<float>(), "Default value of alpha hyperparameter (float).")
         ("default_beta", po::value<float>(), "Default value of beta hyperparameter (float).")
-        ("force_utf8", po::value<bool>(), "Boolean flag, force set or unset UTF-8 mode in the scorer package. If not set, infers from the vocabulary. See <https://mozilla-voice-stt.readthedocs.io/en/master/Decoder.html#utf-8-mode> for further explanation.")
+        ("force_utf8", po::value<bool>(), "Boolean flag, force set or unset UTF-8 mode in the scorer package. If not set, infers from the vocabulary. See <https://deepspeech.readthedocs.io/en/master/Decoder.html#utf-8-mode> for further explanation.")
     ;
 
     po::variables_map vm;
diff --git a/native_client/javascript/README.md b/native_client/javascript/README.md
index 0d6fe6bb..b77e0318 100644
--- a/native_client/javascript/README.md
+++ b/native_client/javascript/README.md
@@ -1 +1 @@
-Full project description and documentation on [https://mozilla-voice-stt.readthedocs.io/](https://mozilla-voice-stt.readthedocs.io/).
+Full project description and documentation on [https://deepspeech.readthedocs.io/](https://deepspeech.readthedocs.io/).
diff --git a/native_client/python/README.rst b/native_client/python/README.rst
index c54640c8..04d6bb29 100644
--- a/native_client/python/README.rst
+++ b/native_client/python/README.rst
@@ -1 +1 @@
-Full project description and documentation on `https://mozilla-voice-stt.readthedocs.io/ <https://mozilla-voice-stt.readthedocs.io/>`_
+Full project description and documentation on `https://deepspeech.readthedocs.io/ <https://deepspeech.readthedocs.io/>`_