diff --git a/docs/source/integrations.mdx b/docs/source/integrations.mdx
index a131ad105..55a685779 100644
--- a/docs/source/integrations.mdx
+++ b/docs/source/integrations.mdx
@@ -21,7 +21,7 @@ Few references:
 # Blog posts
 
 - [Making LLMs even more accessible with bitsandbytes, 4-bit quantization and QLoRA](https://huggingface.co/blog/4bit-transformers-bitsandbytes)
-
+- [A Gentle Introduction to 8-bit Matrix Multiplication for transformers at scale using Hugging Face Transformers, Accelerate and bitsandbytes](https://huggingface.co/blog/hf-bitsandbytes-integration)
 ###
 
 For instructions how to use LLM.int8() inference layers in your own code, see the TL;DR above or for extended instruction see [this blog post](https://huggingface.co/blog/hf-bitsandbytes-integration).