We build synthetic clinical tasks and private evaluations for teams training AI agents.
Training environments
Tool-use tasks for RL, with deterministic graders and quarterly refreshes.
Private evaluations
Your checkpoints, our held-out tasks. Aggregate scores by workflow.
Custom environments
New clinical workflows built around the capabilities you want to train.
Physician review
Physicians review outputs and calibrate task-specific rubrics.
DOCUMENT TO FHIR · ILLUSTRATIVE WORKFLOW
Clinical report
Hemoglobin A1c · 9.8%
Structured observation
LOINC 4548-4 · UCUM %
Deterministic verification
Patient, code, value, unit, date
Standard tier · October 2026
Claims
Prepare claims from clinical documentation and health plan rules.
Mean score
gemini-4-argon
0.978
claude-sonnet-5.5
0.975
claude-opus-5.5
0.970
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Clinical coding
Code diagnoses and link them to the correct encounter.
Mean score
gemini-4-argon
0.974
claude-opus-5.5
0.944
gpt-6.1-sol
0.888
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Document to FHIR
Turn clinical reports into structured records.
Mean score
claude-opus-5.5
1.000
gpt-6.1-sol
1.000
grok-4.7
1.000
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Top three per family. Ties follow overall rank.
Tell us about the model or clinical workflow you’re working on.