Reproducible business proof

Synthetic document-processing demonstration

Field extraction, validation, confidence, and exception routing across forty synthetic service-request forms—without accepting public uploads.

Result

97.5% field-level accuracy across 40 synthetic forms and three fields per form.

3 forms were routed to human review.

Validation

  • request_id required
  • site required
  • priority is urgent or standard
  • confidence below 0.85 routes to review

Exception examples

  • synthetic-form-010: missing_required_site; routed to human review
  • synthetic-form-023: missing_required_site; routed to human review
  • synthetic-form-032: missing_required_site; routed to human review

Limits

  • All forms are synthetic.
  • The demo does not accept public uploads.
  • Production document layouts require a separately approved evaluation set.
  • Low-confidence and invalid records remain under human review.

Inspect the generated JSON report.