Expand Replicate org card

README.md

@@ -11,12 +11,16 @@ pinned: false
 
 Replicate lets developers run, fine-tune, and deploy open models with a production-ready API. On Hugging Face, you can use Replicate as an Inference Provider for popular models across image generation, video generation, speech, and audio.
 
-**Browse Replicate-powered models:** [Run with Replicate](https://huggingface.co/collections/replicate/run-with-replicate-68b5bba2b73a978b8d4a172f)
+**Browse Replicate-powered models:** [Run with Replicate](https://huggingface.co/collections/replicate/run-with-replicate-6a04d0792d027edbf66c7155)
 
 **Read the integration docs:** [Replicate on Hugging Face Inference Providers](https://huggingface.co/docs/inference-providers/providers/replicate)
 
 **AI & ML interests:** text-to-image, image-to-image, text-to-video, speech, audio, inference providers, fine-tuning
 
+## Why use Replicate on Hugging Face?
+
+Use Replicate infrastructure through Hugging Face's standard Inference Providers interface. You can call image, video, speech, and audio models with the same `InferenceClient`, your existing `HF_TOKEN`, and a provider switch instead of wiring up a separate integration path.
+
 ## Get started
 
 ```python