diff --git a/README.md b/README.md
index c06253e..3ab74b0 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 _The best sales representative matching tool of all time!_
 
-![AISRM Preview](preview.gif)
+![AISRM Preview](docs/preview.gif)
 
 This project is an MVP for an AI-powered app that recommends the best sales representative for a given client and product.
 It uses real CRM data and machine learning to help sales teams match opportunities with the right agent, every time.
@@ -102,26 +102,26 @@ It uses real CRM data and machine learning to help sales teams match opportuniti
 
         ```bash
         # Rebuild the service
-        make api_docker_build
+        make api_build
         # Start the service
-        make api_docker_start
+        make api_start
         # Test the API routes in your browser:
         # http://localhost:8500
         make test_api
         # Stop when you are done with your work.
-        make api_docker_stop
+        make api_stop
         ```
 
         ```bash
         # Rebuild the service
-        make app_docker_build
+        make app_build
         # Start the service
-        make app_docker_start
+        make app_start
         # Test the frontend in your browser:
         # http://localhost:8501
         make test_app
         # Stop when you are done with your work.
-        make app_docker_stop
+        make app_stop
         ```
 
 2. **Cloud build**
diff --git a/app/run.py b/app/run.py
index ca0e415..5206582 100644
--- a/app/run.py
+++ b/app/run.py
@@ -61,7 +61,6 @@
     }
     
     .stSelectbox > div > div {
-        background-color: #f8f9fa;
         border-radius: 8px;
     }
 </style>
diff --git a/docs/getting-started.md b/docs/getting-started.md
index c53f282..2983fcb 100644
--- a/docs/getting-started.md
+++ b/docs/getting-started.md
@@ -142,14 +142,14 @@ The backend application handles **prediction making** and is built with FastAPI.
 make api_dev
 
 # Build the Docker application
-make api_docker_build
+make api_build
 
 # Start and test the application
-make api_docker_start
+make api_start
 make test_api
 
 # Stop the service
-make api_docker_stop
+make api_stop
 ```
 
 ### Running and testing the frontend only
@@ -162,14 +162,14 @@ The frontend application serves as our decision-making tool and is built with St
 make app_dev
 
 # Build the Docker application
-make app_docker_build
+make app_build
 
 # Start and test the application
-make app_docker_start
+make app_start
 make test_app
 
 # Stop the service
-make app_docker_stop
+make app_stop
 ```
 
 ## Deployment
diff --git a/docs/index.md b/docs/index.md
index 5c48d4a..86dc8d3 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -1,6 +1,6 @@
 # AISRM - AI Sales Representative Matcher
 
-![AISRM Preview](../preview.gif)
+![AISRM Preview](preview.gif)
 
 ## Welcome to AISRM
 
diff --git a/preview.gif b/docs/preview.gif
similarity index 100%
rename from preview.gif
rename to docs/preview.gif