The standard for evaluating healthcare AI.
Compare Claude, GPT-4o, and Gemini against synthetic claims with deterministic ground-truth payer behavior. Train, test, and prove your RCM agents without ever touching PHI.
Built for three types of teams
AI / ML Training Data
Evaluate denial prediction, prior auth, and RCM automation workflows against synthetic replays before touching production data.
Browse specialtiesRCM Tooling & Clearinghouses
Test claim scrubbing, eligibility, and clearinghouse workflows against synthetic payer-friction patterns before touching production data.
Browse specialtiesPrior Auth Automation
Simulate authorization denial cycles, appeal outcomes, and source-informed auth assumptions to build and test PA automation systems safely.
Browse specialtiesFeatured specialties
20 specialties across 5 care settings
ABA Claims
Authorization units, reauthorization drift, caregiver context, and clean-claim agent pressure.
SNF Medicare Advantage / Nursing Homes
MA payment variance, PDPM logic, authorization friction, and facility AR pressure.
Home Health Claims
PDGM episodes, face-to-face documentation, NOA timing, and certification risk.
Imaging / Radiology Claims
RBM prior authorization, AUC signals, contrast logic, modality routing, and bundling.
Dialysis Claims
ESRD PPS, MA variance, TDAPA/TPNIES pressure, adequacy, and QIP friction.
Dental Claims
PPO underpayment, downcoding, bundling, frequency limits, and tooth-level context.
Zero PHI. Architectural guarantee.
Upstream Data synthesizes claims from statistical priors and payer-behavior rule models. No real patient records enter the pipeline — ever. The guarantee is contractual and architectural, not just a policy.
Synthesis source
Statistical priors + rule models only
Real data input
None. Zero. Architectural constraint.
Delivery
Signed links, 7-day expiry, synthetic-only attestation
Browse the catalog
Buy synthetic-only specialties by specialty, or start with a free sample. Delivered by signed link with a synthetic-only attestation and source manifest.
Browse all specialties