Updated Documentation

README.md

@@ -12,6 +12,9 @@ A comprehensive AI-powered tool designed to streamline the process of ideation,
 - **Brand Style Management**: Configure and update brand guidelines through a user-friendly interface
 - **Training Data Management**: Add successful marketing content to improve the AI over time
 - **Content Performance Analysis**: Get insights into the potential effectiveness of your content
+- **History Tracking**: Keep track of all generated content and user interactions
+- **Pagination Support**: Efficiently browse through large datasets of historical content
+- **Error Handling**: Robust error handling and user feedback systems
 
 ## 📋 Project Overview
 
@@ -23,7 +26,10 @@ The Marketing Assistant AI combines a powerful backend built with FastAPI and a
 - **Frontend**: Vanilla HTML, CSS, and JavaScript
 - **AI Models**: Cohere's generation and embedding models
 - **Vector Database**: FAISS for efficient content similarity search
-- **Storage**: Local JSON files for historical marketing data
+- **Storage**: 
+  - JSON files for historical marketing data
+  - SQLite for training data
+  - FAISS vector store for content similarity search
 
 ## 🚀 Getting Started
 
@@ -66,8 +72,7 @@ API_HOST=localhost
 API_PORT=8000
 
 # Database Configuration
-VECTOR_DB_PATH=./data/vector_store
-HISTORY_DB_PATH=./data/history.db
+DATABASE_URL=sqlite:///./data/training_data.db
 
 # Brand Configuration
 BRAND_NAME=Adriana James
@@ -244,4 +249,4 @@ This project is licensed under the MIT License - see the [LICENSE](LICENSE) file
 
 ---
 
-Made with ❤️ for Adriana James
+Made with ❤️ for Adriana James