← AI in Pathology & Healthcare
Human in the Loop
AI drafts. Humans approve. Audit trails record.
That sequence is the whole product philosophy.
Three steps. In this order. Always.
1
AI drafts
The local model proposes the next workflow step — log this scan, attach this reagent lot, schedule this calibration check, route this sample. The draft is just a draft.
2
Human approves
A qualified operator reviews the draft, edits it, approves it, or rejects it. The operator's role and credentials are recorded with the action. No silent autopilot.
3
Audit trail records
Every draft, every edit, every approval, every rejection becomes a row in the audit trail — with user, role, timestamp, and reason. The record is what an auditor reads later.
Why this pattern matters in pathology
Pathology is one of the most consequence-heavy environments in healthcare. A draft proposed by software is fine. A write executed by software, against a clinical record, with no human review, is not.
Human-in-the-loop is how lab AI becomes defensible — for compliance, for staff trust, and for the long run. It also keeps the lab's expertise where it belongs: with the trained humans who run the bench.
LIMS BOX is not a clinical decision tool. Clinical interpretation stays with qualified personnel, every time, no exceptions.