Document automation for apps and APIs
Turn PDFs, forms, screenshots, emails, and uploaded files into structured data that can safely move through an app or API.
What the first version should do
A useful first version extracts fields, shows source evidence, flags low-confidence values, and exports approved records to the next system.
- Field extraction
- Source evidence
- Human review queue
- CSV, API, database, or queue export
Human review by default
For sensitive AI workflows, the system should show source evidence, confidence, suggested actions, and an approval path before anything important is sent or changed.
- Source citations
- Confidence and fallback handling
- Approval history
- Logging for AI actions
Production-minded delivery
A useful AI sprint is not a prompt demo. It needs data boundaries, user roles, retries, monitoring, security assumptions, and a clear path to integration.
- Data-source definition
- Role-based access assumptions
- API and model-provider assumptions
- Deployment notes