diff --git a/README.md b/README.md
index 3c890c42b4..70714a6c5e 100644
--- a/README.md
+++ b/README.md
@@ -54,7 +54,7 @@ await inference.textToImage({
 
 This is a collection of JS libraries to interact with the Hugging Face API, with TS types included.
 
-- [@huggingface/inference](packages/inference/README.md): Use Inference API (serverless), Inference Endpoints (dedicated) and third-party Inference providers to make calls to 100,000+ Machine Learning models
+- [@huggingface/inference](packages/inference/README.md): Use HF Inference API (serverless), Inference Endpoints (dedicated) and third-party Inference Providers to make calls to 100,000+ Machine Learning models
 - [@huggingface/hub](packages/hub/README.md): Interact with huggingface.co to create or delete repos and commit / download files
 - [@huggingface/agents](packages/agents/README.md): Interact with HF models through a natural language interface
 - [@huggingface/gguf](packages/gguf/README.md): A GGUF parser that works on remotely hosted files.
diff --git a/docs/_toctree.yml b/docs/_toctree.yml
index 948c70e797..06876a026f 100644
--- a/docs/_toctree.yml
+++ b/docs/_toctree.yml
@@ -4,7 +4,7 @@
   isExpanded: true
   sections:
     - local: inference/README
-      title: Use Inference Endpoints
+      title: Use Inference Client
     - local: inference/modules
       title: API reference
 - title: "@huggingface/hub"
diff --git a/packages/inference/README.md b/packages/inference/README.md
index d054e1686a..cdf13512b9 100644
--- a/packages/inference/README.md
+++ b/packages/inference/README.md
@@ -1,6 +1,6 @@
 # 🤗 Hugging Face Inference
 
-A Typescript powered wrapper for the Hugging Face Inference API (serverless), Inference Endpoints (dedicated), and third-party Inference Providers.
+A Typescript powered wrapper for the HF Inference API (serverless), Inference Endpoints (dedicated), and third-party Inference Providers.
 It works with [Inference API (serverless)](https://huggingface.co/docs/api-inference/index) and [Inference Endpoints (dedicated)](https://huggingface.co/docs/inference-endpoints/index), and even with supported third-party Inference Providers.
 
 Check out the [full documentation](https://huggingface.co/docs/huggingface.js/inference/README).