Clinician agreement
How often drafts are accepted, edited, or rejected before signature.
The next stage is not more feature spread. It is a focused retrospective validation pilot that proves report QA value on real workflow data under clinician supervision.
A hospital or imaging group will buy when the product can show fewer QA misses, faster review handling, measurable clinician agreement, and clean governance. The pilot is designed to collect that evidence safely.
How often drafts are accepted, edited, or rejected before signature.
Laterality, comparison, missing context, wording, urgency, and unsupported statements.
Queue movement, review time, escalation handling, and workload visibility.
How uncertainty, source gaps, and critical findings are handled during review.
Agree modalities, report types, review process, PHI boundaries, and success metrics.
Run selected historical studies through the QA workflow with synthetic or de-identified data where possible.
Radiologists or quality reviewers accept, edit, reject, and annotate output inside the governed workspace.
Deliver pilot metrics, issue categories, workflow recommendations, and production-readiness gaps.