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-2026-033620
CMS-1500 · 2026-10-17
Helen Johnson
UHC-28850-11
2026-09-10
Office
Evergreen Primary Care Associates
Family Medicine · in network
99395$334.00$187.08Clean approval—Approved
CLM-2026-004923
CMS-1500 · 2026-09-28
Helen Johnson
UHC-28850-11
2026-08-28
Office
Sunrise Behavioral Health
Behavioral Health · in network
90834, 90791$563.00$299.06Clean approval—Approved
CLM-2026-022040
CMS-1500 · 2026-01-27
Helen Johnson
UHC-28850-11
2026-01-21
Office
Sunrise Family Practice
Family Medicine · in network
99395$231.00$123.22Clean 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.