diff --git a/packages/uipath-openai-agents/docs/quick_start.md b/packages/uipath-openai-agents/docs/quick_start.md
index 13410db8..8adfe972 100644
--- a/packages/uipath-openai-agents/docs/quick_start.md
+++ b/packages/uipath-openai-agents/docs/quick_start.md
@@ -11,11 +11,10 @@ Before proceeding, ensure you have the following installed:
 -   Python 3.11 or higher
 -   `pip` or `uv` package manager
 -   A UiPath Automation Cloud account with appropriate permissions
--   An OpenAI API key
 
 /// info
- **OpenAI** - Generate an OpenAI API key [here](https://platform.openai.com).
-   ///
+The generated boilerplate uses `UiPathChatOpenAI`, which routes all LLM requests through the **UiPath LLM Gateway**. No OpenAI API key is required — authentication is handled via `uipath auth`. If you choose to use the OpenAI client directly (without `UiPathChatOpenAI`), you will need to configure an `OPENAI_API_KEY` environment variable.
+///
 
 ## Creating a New Project
 
@@ -104,7 +103,6 @@ Generate your first UiPath OpenAI agent:
 ✓  Created 'main.py' file.
 ✓  Created 'openai_agents.json' file.
 ✓  Created 'pyproject.toml' file.
-🔧  Please ensure to define OPENAI_API_KEY in your .env file.
 💡  Initialize project: uipath init
 💡  Run agent: uipath run agent '{"messages": "Hello"}'
 ```
@@ -138,18 +136,6 @@ This command creates the following files:
 | `uipath.json`    | Input/output JSON schemas and bindings.                                                                                           |
 | `agent.mermaid`  | Graph visual representation.                                                                                                      |
 
-## Set Up Environment Variables
-
-Before running the agent, configure `OPENAI_API_KEY` in the `.env` file:
-
-//// tab | Open AI
-
-```
-OPENAI_API_KEY=sk-proj-......
-```
-
-////
-
 ## Authenticate With UiPath
 
 <!-- termynal -->
diff --git a/packages/uipath-openai-agents/samples/agent-as-tools/.env.example b/packages/uipath-openai-agents/samples/agent-as-tools/.env.example
deleted file mode 100644
index a0ff8895..00000000
--- a/packages/uipath-openai-agents/samples/agent-as-tools/.env.example
+++ /dev/null
@@ -1,5 +0,0 @@
-# OpenAI API Configuration
-OPENAI_API_KEY=your-api-key-here
-
-# Optional: Set custom API endpoint
-# OPENAI_API_BASE=https://api.openai.com/v1
diff --git a/packages/uipath-openai-agents/samples/rag-assistant/.env.example b/packages/uipath-openai-agents/samples/rag-assistant/.env.example
index 4ed32aad..3e96dd07 100644
--- a/packages/uipath-openai-agents/samples/rag-assistant/.env.example
+++ b/packages/uipath-openai-agents/samples/rag-assistant/.env.example
@@ -1,3 +1,4 @@
-# OpenAI API Key
+# This sample uses the OpenAI client directly (without UiPathChatOpenAI),
+# so an OpenAI API key is required.
 # Get your API key from https://platform.openai.com/api-keys
 OPENAI_API_KEY=sk-...