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Clinical evals & RLHF
Physician-graded model outputs, rubric construction, red-teaming for clinical risk.
Platform
One engine. Every deliverable measured.
Verikris runs a single reliability pipeline under everything we sell — model evaluation, annotation of your clinical data, and original datasets.
The pipeline
Four stages. Reproducible under every deliverable.
- Stage 01
Scope & protocol.
Each engagement starts with a task protocol: case definitions, rubric, required specialties, and the ground-truth set that will calibrate scoring.
- Stage 02
Independent blind reads.
Every case is assessed by multiple physicians, each blind to the others' judgments. Complex, high-precision cases route to centralized expert panels; volume work runs through distributed on-screen evaluation.
- Stage 03
Ground-truth calibration.
Gold-standard cases flow through the same queue, indistinguishable from live cases. Every physician carries a running, task-specific reliability record.
- Stage 04
Consensus & scoring.
Judgments are combined through reliability-weighted consensus. Deliverables ship with agreement metrics, error rates, and the audit trail behind them.
What we deliver
Three product lines. One standard of proof.
Annotation of your data
Imaging, clinical text, telehealth recordings, and clinical records — all under blind-consensus QA.
Original datasets
Real and synthetic clinical data, physician-validated, licensed with provenance. For synthetic data, the value isn't generation volume — it's physician rating under controlled conditions, with measured reliability.
The workbench
A professional environment. Not a gig app.
Physicians work in a managed professional workbench — credentialed, trained, measured. That's why the reliability record means something.
See the engine run under your workload.
A 30-minute call to scope the protocol, ground-truth set, and reliability targets for your first deliverable.