diff --git a/Backend/.env.example b/Backend/.env.example
index b649839..9d280f0 100644
--- a/Backend/.env.example
+++ b/Backend/.env.example
@@ -16,7 +16,7 @@ GEMINI_API_KEY=your_gemini_api_key
 # GEMINI_CHAT_MODEL=gemini-2.5-flash-lite
 # Optional: comma-separated fallbacks when chat hits 429 (separate per-model quotas on free tier)
 # GEMINI_CHAT_MODEL_FALLBACKS=gemini-2.5-flash,gemini-2.0-flash
-# Embeddings for ingest + chat vector tier (comma-separated). Default tries text-embedding-004, embedding-001, gemini-embedding-001 (v1 API compatibility).
+# Embeddings for ingest + chat vector tier (comma-separated). Default tries gemini-embedding-001, text-embedding-004, embedding-001.
 # Atlas vector index numDimensions must match the model output (often 768 — set in Atlas UI).
 # Default tries gemini-embedding-001 first (v1beta embedContent); override if your key/project differs:
 # GEMINI_EMBEDDING_MODELS=gemini-embedding-001,text-embedding-004