Fix/doc

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**

app/run.py

@@ -61,7 +61,6 @@
     }
 
     .stSelectbox > div > div {
-        background-color: #f8f9fa;
         border-radius: 8px;
     }
 </style>

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

docs/index.md

@@ -1,6 +1,6 @@
 # AISRM - AI Sales Representative Matcher
 
-![AISRM Preview](../preview.gif)
+![AISRM Preview](preview.gif)
 
 ## Welcome to AISRM