diff --git a/docs/deployment/coolify.md b/docs/deployment/coolify.md
index 5d1d121..966f131 100644
--- a/docs/deployment/coolify.md
+++ b/docs/deployment/coolify.md
@@ -33,11 +33,11 @@ Coolify's built-in reverse proxy routes traffic:
 7. Set **Ports Exposed** to `8000`
 8. Set **Start Command** to:
    ```txt
-   uvicorn backend.app.main:app --host 0.0.0.0 --port 8000
+   uvicorn app.main:app --host 0.0.0.0 --port 8000
    ```
 9. Click **Create Resource**
 
-> **Note:** Nixpacks auto-detects Python from `requirements.txt`. No `nixpacks.toml` file is needed. The Base Directory setting is the key configuration — without it, Nixpacks looks at the repository root and won't find the Python project.
+> **Important:** Nixpacks copies the **contents** of the Base Directory to `/app/` in the container. When Base Directory is `/backend`, the `backend/` folder wrapper is removed — only `app/`, `tests/`, and `requirements.txt` are copied. Therefore the start command uses `app.main:app` (not `backend.app.main:app`).
 
 ### Backend Environment Variables
 
@@ -61,11 +61,11 @@ Add these as **Runtime** environment variables in Coolify:
 6. Set **Ports Exposed** to `5000`
 7. Set **Start Command** to:
    ```txt
-   gunicorn frontend.app.main:app --bind 0.0.0.0:5000 --workers 2 --timeout 120
+   gunicorn app.main:app --bind 0.0.0.0:5000 --workers 2 --timeout 120
    ```
 8. Click **Create Resource**
 
-> **Note:** Nixpacks auto-detects Python from `requirements.txt`. No `nixpacks.toml` file is needed. The Base Directory setting is the key configuration — without it, Nixpacks looks at the repository root and won't find the Python project.
+> **Important:** Nixpacks copies the **contents** of the Base Directory to `/app/` in the container. When Base Directory is `/frontend`, the `frontend/` folder wrapper is removed — only `app/`, `tests/`, and `requirements.txt` are copied. Therefore the start command uses `app.main:app` (not `frontend.app.main:app`).
 
 ### Frontend Environment Variables