ILLUSTRATIVE WORKFLOW
What the experience could look like.
An incoming document becomes a proposed structured record. Required fields are validated, uncertain values are highlighted, and an operator approves the record before export.
DELIVERABLES / AGREED IN YOUR SCOPE
What a focused build includes.
Document and field contract
Supported formats, required fields, sample documents and validation rules.
Extraction and review
Structured fields with source context, missing-value handling and an exception queue.
Approved export
A bounded handoff to a spreadsheet, database or documented business API.
Quality measurement
Field-level checks, exception rate, correction effort, processing latency and cost.
ACCEPTANCE
Measure the workflow, not the demo.
Measure correct fields, missing or invented values, operator corrections and end-to-end completion time on representative documents.
BEFORE THE BUILD
Bring the inputs and the decision owner.
Permission to use sample documents, a field specification, reviewers and target-system access. Document variation and scan quality affect scope.
RELEVANT FOUNDER EVIDENCE
Engineering you can inspect.
TriageAI demonstrates reviewable extraction and missing-information handling in an educational founder application; it is not a client document-processing deployment.
SCOPE AND RESPONSIBILITY
Define the operating boundary.
Image/OCR and audio intake are assessed as separate multimodal pilot requirements. An extracted field remains a proposal until the agreed validation or review accepts it.