diff --git a/README.md b/README.md
index 1598463..d8d6e73 100644
--- a/README.md
+++ b/README.md
@@ -49,7 +49,7 @@ The gateway currently exposes two models:
 ### Features
 
 - **Web search** — enabled by default, backed by a self-hosted SearXNG instance (no external search API or scraper key required).
-- **File uploads (RAG)** — planned; requires an embedding model (not yet available on the current backend).
+- **File uploads (RAG)** — works out of the box via Open WebUI's bundled local embedding model (`sentence-transformers/all-MiniLM-L6-v2`), no external embedding API.
 
 ### Privacy