Medicine
Medicine & life sciences
Physicians, pharmacists, nurses and researchers on clinical accuracy, safety and dosing.
Domain expert evaluation
Credentialed experts, checked before they judge.
Physicians, lawyers, finance professionals, engineers and STEM PhDs who evaluate, correct and write AI data in their own field. Credentials are checked with the issuing body before anyone starts.
72-hour paid pilot · Evidence for every expert · Free replacement
What you receive
- Medicine & life sciences
- Law & policy
- Finance & accounting
- STEM PhDs
Delivered as
- Rubric scores
- Expert rewrites
- Rationales
- Reference answers
The problem
Expert work needs an expert you can verify.
A rater who says they are a doctor is not evidence. In regulated fields, the gap between plausible and correct is exactly what models get wrong, and exactly what you need to defend later.
Every expert on your project comes with an evidence pack: a recorded interview with transcript and score, ID and liveness, credential checks and integrity flags.
- Self-reported credentials
- Generalists grading specialist answers
- No record to show auditors or regulators
What we deliver
What you receive.
Licensed and credentialed professionals, verified with the issuing body: boards, bars, institutions and universities. Delivered in your format, with a provenance record for every item.
Law
Law & policy
Lawyers by jurisdiction on legal reasoning, citations and contract analysis.
Finance
Finance & accounting
Analysts, accountants and auditors on calculations, filings and risk.
STEM
STEM PhDs
Mathematicians, physicists, chemists and biologists on proofs, derivations and research questions.
Engineering
Engineering
Practising engineers across disciplines on design, safety and calculations.
Your field
Any other field
Tell us the field and the credential you need. We recruit and vet for it.
Typical outputs
- Rubric scores
- Expert rewrites
- Rationales
- Reference answers
How vetting works
Every expert comes with the evidence.
Rather than a profile and a score, you get the record behind each person on your project, and you can review it before they start.
- Recorded AI video interview with the full transcript and a scored rubric
- ID and liveness check, with duplicate-account detection
- Credentials checked with the issuing body where the role needs them
- Integrity flags from the interview, shown to you in plain words
- Paid calibration against gold answers before any client work
How an engagement runs
From first call to scale, pilot first.
Scope
Tell us the task, the domain, the languages and your quality bar. We write the rubric with you.
NDA on requestMatch
We staff vetted experts whose field and language fit the task, and share their evidence packs.
Evidence per expertPilot
A 72-hour paid pilot on your real task, with gold items, dual review and agreement scores.
72 hours, paidScale
Scale on the model that suits you: hourly, per task or a managed pod. Free replacement throughout.
Free replacement
Related solutions
Often paired with this.
- Evaluate LLM evaluation Held-out test sets, rubric scoring and side-by-side comparisons by experts in your field.
- Train RLHF & preference data Pairwise preferences, rubric ratings, rewrites and reasoning traces from credentialed professionals.
- Audit Hallucination & fact-check audits Claim-by-claim checks against primary sources, with every error logged and graded.
Get started
Tell us the gap. We'll scope the pilot.
Every engagement starts with a 72-hour paid pilot. We reply to every request within two business days.
Talk it through
A 30-minute call with the founding team. Bring the task, the domain and your quality bar.
Get a quote
Share the scope in two minutes: service, team size, languages, start date and budget band.