diff --git a/website/docs/usage/index.jade b/website/docs/usage/index.jade
index d3deaa17e..3f940cbb1 100644
--- a/website/docs/usage/index.jade
+++ b/website/docs/usage/index.jade
@@ -96,27 +96,15 @@ p
     |  #[+a("http://chainer.org") Chainer]'s CuPy module, which provides
     |  a NumPy-compatible interface for GPU arrays.
 
-+aside("Why is this so complicated?")
-    |  Installing Chainer when no GPU is available currently causes an
-    |  error. We therefore do not specify Chainer as a dependency. However,
-    |  CuPy will be split out into
-    |  #[+a("https://www.slideshare.net/beam2d/chainer-v2-alpha/7") its own package]
-    |  in Chainer v2.0. We'll have a smoother installation process for this
-    |  in an upcoming version.
-
 p
     |  First, install follows the normal CUDA installation procedure. Next, set
     |  your environment variables so that the installation will be able to find
-    |  CUDA. Next, install Chainer, and check that CuPy can be imported
-    |  correctly. Finally, install spaCy.
+    |  CUDA. Finally, install spaCy.
 
 +code(false, "bash").
    export CUDA_HOME=/usr/local/cuda-8.0 # Or wherever your CUDA is
    export PATH=$PATH:$CUDA_HOME/bin
 
-   pip install chainer
-   python -c "import cupy; assert cupy" # Check it installed
-
    pip install spacy
    python -c "import thinc.neural.gpu_ops" # Check the GPU ops were built