Synthetic RCM workflow previews with the denial behavior real systems have.
Controlled private preview access for selected design partners building healthcare AI, RCM automation, payer-behavior simulation, and workflow QA. Synthetic-only. No PHI. No customer claims. Not observed payer fact.
Who uses upstream-data
Built for teams that build healthcare systems.
AI/ML Training
Your model learns on the denial patterns your deployed system actually hits.
Generic synthetic data has clean claims. Production payers have patterns: CO-197 spikes, auth exhaustion, modifier drift. Our datasets bake in the realistic failure modes your model needs to see before it goes live.
Browse behavioral health packsRCM Tooling & Clearinghouses
Test your scrubber or rules engine against realistic claim failure modes, not textbook edge cases.
Real-world RCM tools fail on the claims that look correct but have CO-4, 8-minute rule violations, or NCCI PTP pairs. Our packs include those patterns. Regression test before your customer does.
Browse outpatient packsPrior Auth Automation
Train your auth prediction model on authorization patterns that match payer behavior in the wild.
CO-197 is the most expensive denial. Our synthetic prior auth datasets include authorization unit exhaustion, retro-auth attempt patterns, and payer-specific approval/denial rates by CPT code and specialty.
Browse facility packsSample packs
37 commercial packs. 5 care-setting buckets.
ABA
Train and test denial, auth, and clean-claim agents for ABA RCM.
4 denial patterns included
Home Health
Forecast home-health authorization, certification, NOA, and PDGM denial risk.
4 denial patterns included
Dialysis
Model ESRD PPS, MA variance, TDAPA/TPNIES, adequacy, and QIP friction.
4 denial patterns included
Imaging / Radiology
Simulate RBM prior-auth, AUC, modality-level routing, and imaging denials.
4 denial patterns included
Zero PHI. Architectural guarantee.
upstream-data synthesizes from statistical priors and rule-based models only. No real customer data. No real patients. No real claims. Ever. Contractual and architectural guarantee, not a policy.
upstream-data
Start with controlled preview access. Ship later with production terms.
Request private preview access to synthetic-only packs, workflow replays, and scorecards. Production certification, enterprise SLAs, and broad redistribution rights are reserved for a later commercial release.
Built by the team behind Upstream Care Intelligence · upstream.cx