Claims

Claims workbench

Every claim is attached to a resolved member identity, checked by the rules engine under CLAIMS-ADJ v1 (version 1), priced, and either finalised, pended, or handed to the AI adjudicator and an examiner.

ClaimMemberServiceProviderProceduresBilledPlan paysRulesAIStatus
CLM-2026-002060
UB-04 · 2026-10-01
Betty Martinez
UHC-16621-19
2026-08-31
Outpatient hospital
Riverside Imaging Center
Radiology · in network
76700, 70553, 71046$2,742.00$1,139.71Clean approval—Approved
CLM-2026-020027
CMS-1500 · 2026-07-28
Betty Martinez
UHC-16621-19
2026-07-05
Office
Sunrise Family Practice
Family Medicine · in network
99395$320.00$158.40Clean approval—Approved
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Top reason codes

Across rules and final decisions

How a claim is adjudicated

Deterministic first, AI second, people last

  1. Attach. The claim's member record is resolved through the identity graph; coverage is found by member ID or, failing that, by name and date of birth.
  2. Rules. Identity hold, eligibility, timely filing, duplicates, prior authorisation, network, medical-necessity edits, bundling, benefit limits, completeness and the high-dollar ceiling.
  3. Price. Contract or out-of-network allowance, then copay, deductible and coinsurance from the member's accumulators.
  4. AI review. Only claims the rules left for review go to the model, with every piece of evidence labelled. Its answer is validated before anyone sees it.
  5. Examiner. A person records the final decision with reason codes and a rationale; everything is hash-chained in the audit log.