AI Review Board Flight Recorder
A review packet for every consequential model change: source evidence, policy controls, uncertainty, test results, human overrides and downstream impacts.
UnitedHealth Group can connect software, policy, AI models, operations, clinical research and human decisions without collapsing them into one ungoverned data lake—or one unchallengeable answer.
Clinical, security, engineering and policy judgment remain distinct.
Each reviewer can inspect the same lineage and current horizon.
Unknown, stale and unverified are product states—not footnotes.
services · contracts · dependencies
controls · standards · obligations
lineage · evaluation · uncertainty
workflows · incidents · recovery
literature · cohorts · contradictions
human authority · receipts · outcomes
The labels matter. Some capabilities are ready for a bounded pilot; some require governed product work; the biggest ideas should earn their way into production.
A review packet for every consequential model change: source evidence, policy controls, uncertainty, test results, human overrides and downstream impacts.
Continuously map code, policy, models, documentation and operational boundaries—then show which claims are current and which have drifted.
Connect policy language, implementation paths, model assistance, reviewer decisions and change history while preserving qualified human authority.
Synthesize literature, aggregate cohorts, mechanisms, contradictions and candidate interventions into explicitly review-required evidence maps.
Continuously rehearse synthetic claims, pharmacy and payment journeys against dependency changes and recovery plans—without touching production records.
Preserve why a decision was made, the evidence available at the time, what later changed and which outcome falsified the original assumption.
Public evidence indicates SAP is part of UHG/Optum finance and procurement workflows—including SAP, Ariba and Fieldglass—but exact present scope should be confirmed in discovery. The product opportunity is broader than any one platform.
Publicly indicated — validate scope
Connect through read-only evidence adapters
Map boundaries before data movement
Complement governance; do not replace it
Bind implementation to obligation
The first deployment is read-only, no-PHI and bounded to engineering and documentation evidence. Health intelligence follows only after privacy controls, append-only review receipts and qualified human authority survive hostile testing.
PROBAGI / SOURCE PROOF
The software-evidence foundation is framed from existing PX capabilities; UHG integration is not yet implemented.
px-uhg-evidence-fabric-v1
Public materials indicate role-specific or historical SAP, Ariba, Fieldglass, PeopleSoft, Concur, and OnBase usage; present enterprise scope remains a discovery question.
uhg-enterprise-platform-public-evidence-2026-07-28
These are governed pilot and phase-two opportunities, not deployed UHG capabilities or autonomous clinical authority.
uhg-health-intelligence-opportunity-map-v1