One important thing Iβve seen when training AI agents is uploading PDFs as File sources that contain large tables of data.
While modern AI models can usually read tables inside PDFs, PDFs are designed for presentation, not data. The underlying table structure is often lost, making it harder for the AI to accurately retrieve individual rows, columns, and values.
Whenever possible:
Use CSV files for product catalogs, pricing lists, inventory, schedules, specifications, or any structured data.
CSV files preserve the relationships between rows and columns, making them much easier for AI to understand and retrieve accurately.
Good candidates for CSV
- Product catalogs
- Price lists
- Service plans
- Inventory
- FAQs stored in spreadsheets
- Location directories
- Event schedules
Keep PDFs for
- User guides
- Policies
- White papers
- Manuals
- Brochures
- Documentation intended to be read like a document
A small change in your source format can make a noticeable difference in response quality.