feedback

Author: Wauplin

docs/api-inference/index.md

@@ -4,16 +4,16 @@ The Hugging Face Inference Providers revolutionizes how developers access and ru
 
 To learn more about the launch of the Inference Providers, check out our [announcement blog post](https://huggingface.co/blog/inference-providers).
 
-## Why use the Inference Provider API?
+## Why use the Inference Providers?
 
-The Inference Provider API offers a fast and simple way to explore thousands of models for a variety of tasks. Whether you're experimenting with ML capabilities or building a new application, this API gives you instant access to high-performing models across multiple domains:
+The Inference Providers offers a fast and simple way to explore thousands of models for a variety of tasks. Whether you're experimenting with ML capabilities or building a new application, this API gives you instant access to high-performing models across multiple domains:
 
 * **Text Generation:** Including large language models and tool-calling prompts, generate and experiment with high-quality responses.
 * **Image and Video Generation:** Easily create customized images, including LoRAs for your own styles.
 * **Document Embeddings:** Build search and retrieval systems with SOTA embeddings.
 * **Classical AI Tasks:** Ready-to-use models for text classification, image classification, speech recognition, and more.
 
-⚡ **Fast and Free to Get Started**: The Inference Provider API comes with a free-tier and additional included credits for [PRO users](https://hf.co/subscribe/pro).
+⚡ **Fast and Free to Get Started**: The Inference Providers comes with a free-tier and additional included credits for [PRO users](https://hf.co/subscribe/pro).
 
 ## Key Features
 
@@ -166,7 +166,7 @@ console.log(chatCompletion.choices[0].message);
 
 In this introduction, we've covered the basics of Inference Provider. To learn more about this service, check out our guides and API Reference:
 - [Pricing and Billing](./pricing): everything you need to know about billing
-- [Hub integration](./hub-integration): how the Inference Provider API is integrated with the Hub?
+- [Hub integration](./hub-integration): how the Inference Providers is integrated with the Hub?
 - [External Providers](./providers): everything about providers and how to become an official partner
 - [Hub API](./hub-api): high level API for inference providers
 - [API Reference](./tasks/index): learn more about the parameters and task-specific settings.

docs/api-inference/security.md

@@ -6,10 +6,10 @@ Hugging Face does not store any user data for training purposes. We do not parse
 
 For more information on how your data is handled, please refer to the Data Security Policies of each provider.
 
-Inference Provider API uses TLS/SSL to encrypt data in transit.
+Inference Provider routing uses TLS/SSL to encrypt data in transit.
 
 ## Hub Security
 
-The Hugging Face Hub, which Inference Provider API is part, is SOC2 Type 2 certified. For more on Hub security: https://huggingface.co/docs/hub/security. External providers are responsible for their own security measures, so please refer to their respective security policies for more details.
+The Hugging Face Hub, which Inference Providers is a feature of, is SOC2 Type 2 certified. For more on Hub security: https://huggingface.co/docs/hub/security. External providers are responsible for their own security measures, so please refer to their respective security policies for more details.
 
 <img width="150" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/security-soc-1.jpg">