Case study
Healthcare services provider: Intake documents became structured records with human checkpoints.
Anonymized proof page with method notes, redacted visuals and handover artifacts.
Operations control surface
Order-to-cash workflow
- 1Capture
- 2Validate
- 3Route
- 4Approve
- 5Report
Exception queue
Needs owner- Credit hold requires approvalFinance
- Warehouse count mismatchOps
- Report refreshed from sourceAuto
Before.
Document intake required repeated reading, retyping and unclear review status.
After.
The client reduced rework while preserving an auditable review path.
What changed.
Added structured extraction with confidence thresholds and human approval before records changed.
Metric method.
Each metric is paired with the source used to measure it: workflow logs, finance reports, support queues or stakeholder-approved baseline snapshots. Final client-facing versions should include the approved measurement source and date range.
Handover artifacts.
- Architecture diagram and data ownership notes.
- Deployment and rollback runbook.
- Known edge cases and recovery paths.
- Training walkthrough for the internal owner.