An empaneled network of qualified physicians and specialists who review model output, build evaluation sets, and catch what automated evals miss — with US board-certified clinical oversight setting the standard. Built for AI teams who need medical judgment at the scale their models demand.
Scoped to AI validation and evaluation — the work that makes your model trustworthy and your claims defensible.
Physicians rate and correct your model's clinical answers for accuracy, safety, and appropriateness — at volume, with documented inter-rater quality.
Specialist-built clinical eval sets and gold-standard test items for your domain — the assets that let you measure your model honestly, release after release.
Clinicians probe your model where it's most likely to fail: rare presentations, contraindications, unsafe advice, and the questions real patients actually ask.
When your use case requires US board-certified review — for regulated work or buyer requirements — our US physician tier takes the engagement.
Volume review from qualified physicians, overseen and adjudicated by US board-certified clinicians — so you get scale and credibility without paying credential prices for every task.
| Tier | Who they are | What they handle |
|---|---|---|
| Physician panel | Empaneled physicians and specialists (MBBS/MD/DNB), specialty-matched to your domain | The volume work: output review, annotation, eval-set building, edge-case generation. Fast, scalable, specialty-matched. |
| US board-certified oversight | US board-certified physicians, engaged on demand | Gold standards, adjudication of disputed items, and engagements where the buyer or regulator specifically requires US credentials. |
We're transparent about who reviews what: every engagement states the credential tier doing the work. Quality is enforced by gold-standard test items, inter-rater agreement tracking, and senior adjudication — the process, not just the badge, is what you're buying.
Send a sample of model outputs. We review it, free or near-free, and return scored results so you can judge our quality.
We define the review rubric, specialty mix, volume, and turnaround with you — and fix the per-review or monthly price.
Your outputs flow to the panel; reviewed results flow back on the agreed cadence, with QC metrics attached.
Move to a monthly panel subscription with included volume and overage — capacity guaranteed as your model grows.
Generalist labeling firms rent you raters. We bring physicians — and the AI leverage that lets a small panel cover serious volume.
Because we build clinical-AI systems ourselves, our panel doesn't review raw output cold: our engine pre-screens and drafts, physicians verify and correct. That's how medical-grade review keeps pace with model-scale volume — and it's the same clinician-in-the-loop discipline behind everything we ship.
Send us a sample of your model's clinical outputs. We'll review it and show you exactly what physician-grade evaluation looks like.