diff --git a/README.md b/README.md
index 83c9e9b..05165c1 100644
--- a/README.md
+++ b/README.md
@@ -116,6 +116,8 @@ We log some information that can be visualized with TensorBoard:
 tensorboard --logdir /logs/directory/
 ```
 
+![Tensorboard Demo](https://raw.githubusercontent.com/as-ideas/TransformerTTS/master/docs/tboard_demo.gif)
+
 ## Prediction
 Predict with either the Forward or Autoregressive model
 ```python
diff --git a/docs/index.md b/docs/index.md
index ea45a28..fa0f0ec 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -50,4 +50,10 @@
 
 | 10% slower | normal speed | 25% faster |
 |:---:|:---:|:---:|
-|<audio src="https://github.com/as-ideas/tts_model_outputs/blob/master/ljspeech_forward_transformer/speed_090.wav?raw=true" controls preload></audio>|<audio src="https://github.com/as-ideas/tts_model_outputs/blob/master/ljspeech_forward_transformer/speed_100.wav?raw=true" controls preload></audio>|<audio src="https://github.com/as-ideas/tts_model_outputs/blob/master/ljspeech_forward_transformer/speed_125.wav?raw=true" controls preload></audio>|
\ No newline at end of file
+|<audio src="https://github.com/as-ideas/tts_model_outputs/blob/master/ljspeech_forward_transformer/speed_090.wav?raw=true" controls preload></audio>|<audio src="https://github.com/as-ideas/tts_model_outputs/blob/master/ljspeech_forward_transformer/speed_100.wav?raw=true" controls preload></audio>|<audio src="https://github.com/as-ideas/tts_model_outputs/blob/master/ljspeech_forward_transformer/speed_125.wav?raw=true" controls preload></audio>|
+
+### Comparison with [ForwardTacotron](https://github.com/as-ideas/ForwardTacotron)
+<p class="text"> In a statement announcing his resignation, Mr Ross, said: "While the intentions may have been well meaning, the reaction to this news shows that Mr Cummings interpretation of the government advice was not shared by the vast majority of people who have done as the government asked."</p>
+| ForwardTacotron | TransformerTTS |
+|:---:|:---:|
+|<audio src="https://github.com/as-ideas/tts_model_outputs/blob/master/ljspeech_forward/forward_transformer_comparison.wav?raw=true" controls preload></audio>|<audio src="https://github.com/as-ideas/tts_model_outputs/blob/master/ljspeech_forward_transformer/tacotron_comparison.wav?raw=true" controls preload></audio>|
diff --git a/docs/tboard_demo.gif b/docs/tboard_demo.gif
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index 0000000..e95fff3
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