QA & Audit
Independent auditing and consensus labeling to reduce noise and improve model outcomes.
What we annotate
- • Secondary & tertiary reviews
- • IRR / Cohen’s kappa tracking
- • Guideline drift detection
- • Spot-checks & sampling
- • Acceptance testing
Guidelines & Ontology
We co-author detailed instructions, example galleries, and edge-case rules.
QA & Consensus
Dual review, inter-rater agreement tracking, escalation to clinicians.
Exports
DICOM, NIfTI, COCO, YOLO, CSV, JSON — or your custom schema.
Workflow
- 1) Secure ingest & PHI minimization
- 2) Pilot batch & calibration
- 3) Production with SLAs
- 4) Continuous QA & weekly reporting
- 5) Delivery & acceptance testing
Deliverables
- • Raw files of actual patient data with de-identification
- • Doctor's notes when available
- • Ready to Annotate