diff --git a/surfsense_backend/app/config/__init__.py b/surfsense_backend/app/config/__init__.py
index 91968aac0..8c457e17b 100644
--- a/surfsense_backend/app/config/__init__.py
+++ b/surfsense_backend/app/config/__init__.py
@@ -18,7 +18,7 @@ class Config:
     # Database
     DATABASE_URL = os.getenv("DATABASE_URL")
 
-    # Google OAuth
+    # AUTH: Google OAuth
     GOOGLE_OAUTH_CLIENT_ID = os.getenv("GOOGLE_OAUTH_CLIENT_ID")
     GOOGLE_OAUTH_CLIENT_SECRET = os.getenv("GOOGLE_OAUTH_CLIENT_SECRET")
     NEXT_FRONTEND_URL = os.getenv("NEXT_FRONTEND_URL")
@@ -27,7 +27,7 @@ class Config:
     LONG_CONTEXT_LLM = os.getenv("LONG_CONTEXT_LLM")
     long_context_llm_instance = ChatLiteLLM(model=LONG_CONTEXT_LLM)
     
-    # GPT Researcher
+    # FAST & STRATEGIC LLM's
     FAST_LLM = os.getenv("FAST_LLM")
     STRATEGIC_LLM = os.getenv("STRATEGIC_LLM")
     fast_llm_instance = ChatLiteLLM(model=FAST_LLM)
diff --git a/surfsense_web/content/docs/docker-installation.mdx b/surfsense_web/content/docs/docker-installation.mdx
index 2a373d048..236366546 100644
--- a/surfsense_web/content/docs/docker-installation.mdx
+++ b/surfsense_web/content/docs/docker-installation.mdx
@@ -65,7 +65,7 @@ Before you begin, ensure you have:
    | GOOGLE_OAUTH_CLIENT_ID | Google OAuth client ID obtained from Google Cloud Console |
    | GOOGLE_OAUTH_CLIENT_SECRET | Google OAuth client secret obtained from Google Cloud Console |
    | NEXT_FRONTEND_URL | URL where your frontend application is hosted (e.g., `http://localhost:3000`) |
-   | EMBEDDING_MODEL | Name of the embedding model (e.g., `mixedbread-ai/mxbai-embed-large-v1`) |
+   | EMBEDDING_MODEL | Name of the embedding model (e.g., `openai://text-embedding-ada-002`, `anthropic://claude-v1`, `mixedbread-ai/mxbai-embed-large-v1`) |
    | RERANKERS_MODEL_NAME | Name of the reranker model (e.g., `ms-marco-MiniLM-L-12-v2`) |
    | RERANKERS_MODEL_TYPE | Type of reranker model (e.g., `flashrank`) |
    | FAST_LLM | LiteLLM routed smaller, faster LLM (e.g., `openai/gpt-4o-mini`, `ollama/deepseek-r1:8b`) |
diff --git a/surfsense_web/content/docs/manual-installation.mdx b/surfsense_web/content/docs/manual-installation.mdx
index 477f5ef17..3813b1b88 100644
--- a/surfsense_web/content/docs/manual-installation.mdx
+++ b/surfsense_web/content/docs/manual-installation.mdx
@@ -53,7 +53,7 @@ Edit the `.env` file and set the following variables:
 | GOOGLE_OAUTH_CLIENT_ID | Google OAuth client ID |
 | GOOGLE_OAUTH_CLIENT_SECRET | Google OAuth client secret |
 | NEXT_FRONTEND_URL | Frontend application URL (e.g., `http://localhost:3000`) |
-| EMBEDDING_MODEL | Name of the embedding model (e.g., `mixedbread-ai/mxbai-embed-large-v1`) |
+| EMBEDDING_MODEL | Name of the embedding model (e.g., `openai://text-embedding-ada-002`, `anthropic://claude-v1`, `mixedbread-ai/mxbai-embed-large-v1`) |
 | RERANKERS_MODEL_NAME | Name of the reranker model (e.g., `ms-marco-MiniLM-L-12-v2`) |
 | RERANKERS_MODEL_TYPE | Type of reranker model (e.g., `flashrank`) |
 | FAST_LLM | LiteLLM routed faster LLM (e.g., `openai/gpt-4o-mini`, `ollama/deepseek-r1:8b`) |