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-2026-033099
CMS-1500 · 2026-09-15
Nathan Cole
UHC-77282-78
2026-09-12
Office
Cornerstone Internal Medicine Associates
Internal Medicine · in network
99215$390.00$216.80Clean approval—Approved
CLM-2026-010427
UB-04 · 2026-08-16
Nathan Cole
UHC-77282-78
2026-08-03
Outpatient hospital
Sunrise Imaging Center
Radiology · in network
71046, 74177, 77067$1,893.00—Denied by rule
CO197
—Denied
CLM-2026-034021
UB-04 · 2026-02-24
Nathan Cole
UHC-77282-78
2026-01-22
Outpatient hospital
Unity Cardiovascular Associates
Cardiology · in network
93458$8,674.00$3,143.04Clean 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.