Insurance Claims Adjudication

The AI a DOI examiner can verify claim-by-claim.

NAIC’s AI/ML Model Bulletin requires documented testing, ongoing monitoring, and decisional traceability. Lindy and Clay can’t prove a denied claim wasn’t hallucinated. Sovereign Matrix is the only AI agent stack that ships cryptographic chain-of-custody for every adjudication decision.

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Primitives shipped for claims operations

NAIC AI Bias compliance posture

NAIC's Model Bulletin on AI/ML demands documented testing, ongoing monitoring, and decisional traceability. Sovereign's bias auditor + drift detector + Cook 58 SOC 2 monitor produce a live compliance scoreboard. Examiners see continuous evidence — not a quarterly slide deck.

First-notice-of-loss (FNOL) triage with receipts

Agents intake FNOL via voice, email, or app upload; classify severity, coverage applicability, and SIU referral risk. Hallucination guard ensures every coverage cite ties to the policy form on file. Multi-party attestation lets adjuster + supervisor co-sign close decisions.

Health-plan adjudication with adverse-determination defense

Every denial/partial-pay/prior-auth decision composes the adverse-determination letter against the plan document + medical-policy file. Hallucination detector blocks unsupported phrasing. ERISA §503 review + IRO appeal both replay the signed bundle directly — no email-thread reconstruction.

SIU referral memo automation

Pattern detection across claims + provider + venue data → drafts SIU referral memos with citation links to every red flag. Receipt-chain ratchet (Cook 94) makes the memo tamper-evident, satisfying state-fraud-bureau evidentiary standards.

Auditor Replay Seats for the DOI examiner

State Department of Insurance examiners get cryptographic Replay Seats (Cook 136 anon-credential) to verify any adjudication on demand. They consume no plan / carrier agent runs, see no peer-client data, and produce in-place attestation. The model bias review becomes a Wednesday afternoon, not a six-month engagement.

Three workflows landing on day one

"Triage today's FNOL queue and route everything with SIU red-flags to the special-investigations team."

Agent intakes today's FNOL submissions across voice / email / app channels.
Classifies severity + coverage applicability against the on-file policy form.
Scores each claim against the SIU red-flag matrix (venue clustering, provider patterns, prior-claim correlations).
Routes flagged claims with a draft SIU memo + citation map; routes coverage-questionable claims to senior adjuster review.

Sorted FNOL queue + SIU referrals + signed receipts. Adjuster productivity +35% on routine claims, zero missed-fraud cases in QA review.

"Draft the adverse-determination letter for the denied surgery prior-auth on member 0042."

Agent pulls the prior-auth submission, the plan document, the medical-policy file, and the prior-utilization history.
Composes the §503 adverse-determination letter citing the specific medical-necessity criteria.
Hallucination guard verifies every cited criterion ties to the policy file.
Medical director + compliance officer co-sign via multi-party attestation; member receives the letter + appeal-rights packet.

ERISA-compliant adverse-determination letter + signed receipts. IRO appeal replays the trail in-place. Adjudication-time -55%, denial-overturn rate at IRO consistent with peers.

"Prepare the model-risk evidence package for the upcoming DOI examination."

Agent assembles every model run + drift report + bias-audit posture + AI/ML inventory.
Receipt timeline shows what model decided what, when, and on what input.
Cross-tenant ZK pass-rate proof (Cook 106) lets the carrier prove industry-aligned pass rates without exposing peer-carrier data.
DOI examiner receives a replay-ready bundle with pre-provisioned Replay Seats.

DOI evidence package ready in days, not months. Examiner verifies in their workpaper system. Model bias review closes without §1033 enforcement action.

Pre-mapped to insurance-regulatory controls

NAIC Model Bulletin — AI/ML in Insurance

NY DFS Regulation 121 — Cybersecurity (AI applicability)

CO DOI Reg 10-1-1 — AI in Life Insurance

ERISA §503 + §1133 — Adverse-determination procedure

HIPAA — PHI handling for health-plan claims

Fair Claims Settlement Practices regs (per state)

ECOA — applicable to credit-related coverage decisions

SOC 2 Type 2 — continuous monitoring

Built for the carrier whose examiner is showing up next quarter.

Sovereign’s Auditor Replay Seats turn the DOI examination from a six-month engagement into a Wednesday afternoon. Continuous evidence. Replayable claim-by-claim. Zero §1033 enforcement exposure on AI decisions.

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