Verified clinicians evaluate your model — and show you exactly where it fails.
Clinical cases and prompts. Differential-diagnosis review. Attending-quality gold answers. Rubric scoring. Patient-safety review: unsafe omissions, false reassurance, harmful dosing, missed escalations. Physician-led; PharmD, PhD, nursing where the task needs them. Billed monthly, by the hour.
Why us.Most physician programs require US/UK residency. We task 40,000+ verified members across 40+ specialties — in the languages those programs don’t reach. For a Gujarati-speaking diabetologist, we’re often the only option that exists.
02Calibrate → doctors who don’t converge don’t grade
03Task through Kyrios → volume without recruiting
04QC every batch → inter-rater agreement, reported monthly
05Iterate → rubric changes redeploy in days
Live in weeks. Graders get sharper every month.
2 · Custom recordings
Custom doctor recordings — documented to survive an audit
The dataset you’re missing, recorded fresh. Paperwork attached.
Expert discussions. Structured interviews. Case walk-throughs. Doctor-written Q&A. Audio or video, your specialty, your language, your topic. Or one question → 1,000 verified doctors.
Real clinical encounters. Doctor–patient conversations recorded at the point of care — with explicit consent from both the clinician and the patient, captured before recording. Fully de-identified to our redaction key before anything ships. The hardest data in medical AI, collected clean.
Why us.Consent and tasking live in Kyrios; recording and AI moderation run alongside. Collection starts in days — composing a cohort and fielding it is what this team did 1,200+ times last year. Every file born clean: consent signed before the session, identity never attached.
For ongoing fine-tuning. The best model isn’t built from one dataset — it’s built from judgment that keeps arriving.
A dedicated cohort of verified doctors producing monthly — recordings, evaluations, structured answers — to your standing spec, for a year or more.
Why us.Models drift. Guidelines change. Gold answers go stale. Continuity needs the same calibrated doctors, month after month. We hold cohorts for years: 300+ full-time staff manage the relationships; doctors sit in a community they like, paid on time.