Medicine is built
on judgment.

Frontier is a network of practising clinicians who review and sharpen the models behind the platform. Paid, remote, and built around your list.

Apply to the network

The work

Evaluate model outputs

Review real model reasoning against your clinical judgment, not annotation drudgery.

Build clinical benchmarks

Author the cases and rubrics that define what good looks like in your specialty.

Stress-test edge cases

Design the scenarios that push models to their limits before patients ever could.

Review quality at scale

Audit outputs across specialties and feed findings straight into model refreshes.

WA\Expert review session
cardiology45 min
Model answer reviewedcase 7/12
Reasoning gap flagged
Correction written & sourced
agreement92%
Submit review

Real cases. Attending-level reasoning.

Frontier work reads like the ward, not like data entry: differential reasoning, guideline judgment calls, and the kind of edge cases you argue about at handover.

  • Specialty-matched projects
  • Reasoning-first, never rote labeling
  • Directly shapes what ships to clinics
9590858075clinical baselinev1v2v3v4+9.2

Flexible, remote, compensated.

Choose projects by specialty and availability, work around your clinic schedule, and be paid competitively for genuinely specialist knowledge work.

  • Remote, asynchronous projects
  • Choose engagements by specialty
  • Competitive specialist compensation
Model outputsClinician review1 caught, correctednothing passes unreviewedSafer careships with confidenceA clinician stands between every model output and a patient.

Your judgment makes care safer.

Consented, de-identified review loops feed every model refresh, so the standard you hold on Frontier becomes the standard patients get in clinic.

  • Findings flow into model refreshes
  • Consented, de-identified pipelines
  • Auditable end to end

The improvement cycle.

Consented cases are de-identified, reviewed by practising specialists, scored against clinical benchmarks and folded into the next refresh. The cycle repeats every release.

Consented casesstep 1Expert reviewstep 2Benchmarksstep 3Model refreshstep 4Better carestep 5cycle 14care ↑ every lap

Open roles

Paid engagements for practising clinicians, in every specialty. Choose your field and hours.

“This is the closest thing to attending-level reasoning I have done outside the ward, and it actually changes what the model does next week.”

Internal medicine Frontier reviewer
RadiologyCardiologyPsychiatryInternal MedicineDermatologySurgeryPediatricsPrimary CareOncologyNeurologyEmergency MedicineNursing & Operations

Every case you review reaches
every patient the model will ever see.
That is the scale of it.

Bring your judgment to the frontier.

Tell us your specialty and availability, and we will match you to a live WA\ Frontier project.