Simple End-to-End Process:

1. Upload: Team members submit logo sheet images through an easy-to-use form
2. AI Processing: Vision AI analyzes the image to identify products and attributes
3. Context Analysis: The system identifies relationships between similar products
4. Data Structuring: Information is organized into standardized formats
5. Database Integration: Data is automatically upserted to Airtable using MD5 hashing for unique IDs
6. Attribute Creation: New attributes are automatically added to the database schema

The entire process happens automatically, with no manual intervention required beyond the initial image upload.