For · Insurance vertical
NAIC · SR 12-9 · DOI

NAIC-era compliance

Re-walk every underwriting, claims, and fraud decision in front of a DOI examiner.NAIC SR 12-9 evidence. State retention agreed in week one. One tamper-evident chain.

The examiner’s questions almost never match the dashboard your model-risk team built — so Plumbline writes every underwriting decision, claims-triage routing, and fraud signal the model rendered onto a SHA-256 chain that’s already the answer. NAIC access scopes, retention windows agreed in week one, tombstoned proof of deletion, and a tamper-evident audit PDF the state-DOI examiner can re-derive without a call back to engineering.

§01 · DOI exam posture

What NAIC, SR 12-9, and state DOI ask for — and where Plumbline lives in the answer.

The examiner’s questions are almost always the same. Every row below is a real NAIC / state-DOI expectation and the Plumbline artifact the ledger already produces on the way through — no after-the-fact paste-up.

  1. NAIC Model Risk Management Bulletin (2024)

    Every AI / ML model used for underwriting, claims, or fraud decisions is identified, classified by risk tier, and inventoried — and the inventory is re-derivable on demand.

    Plumbline artifact · MRM · INVENTORIED

    Model classification row + signed model card pinned to evaluation history. The MRM inventory is a query against the same chain — not a separate spreadsheet that has to be reconciled to the production record.

  2. SR 12-9 · AI model risk management principles

    Independent validation of AI models before production deployment, with the validation evidence on the same record the production traffic runs through.

    Plumbline artifact · SR 12-9 · VALIDATED

    Independent validator and ongoing monitoring ride the same row as the production decision. Validation evidence is co-signed with the model card so the audit trail is one chain, not two.

  3. State DOI exam handbook · model change control

    Model change-control: every promotion, rollback, and param tweak is captured — the examiner reads the change history without a release tool.

    Plumbline artifact · CHANGE-CONTROL · CHAINED

    Promote / rollback / canary events are signed records on the same chain. The change history is a query against the ledger — anything outside the chain is a gap, not an undone change.

  4. NAIC Unfair Discrimination / Unfair Claims Practices

    Unfair-discrimination & unfair-claims-practices safeguards: protected-class attributes never appear in cleartext on a signable inspection row.

    Plumbline artifact · FAIRNESS · SCOPED

    Scope is set at write time. Sensitive attributes are hashed; the decision basis is on the row as reason codes, not as sensitive fields. The audit-export PDF reads reason codes without exposing the input.

  5. NAIC ORSA · solvency linkage

    ORSA pulls evaluation evidence through the same lens as capital and risk reporting — no separate monitoring lake for modellers vs. the regulator.

    Plumbline artifact · ORSA · LINKED

    Drift and incident rows feed the same evaluation chain the ORSA narrative cites. There is no reconciliation step between model evidence and risk-reporting governance — they share one ledger.

  6. State DOI retention rules · state insurance record retention

    Retention windows are contractual, not a default — records past the window cannot be silently re-fetched.

    Plumbline artifact · RETENTION · WINDOWED

    Retention window is set in week one with the buyer, written into the contractual addendum. Records past the window are tombstoned with a signed deletion record — the chain tells the examiner the record is gone on purpose.

  7. ONC-style source attribution (decline / fast-track routing analogue)

    Claim-routing and fraud-decision models carry source attribution and an independent rationale the examiner can audit.

    Plumbline artifact · ROUTING · ATTRIBUTED

    Model + scorer version + evaluator breakdown pin the routing decision. An independent rationale evaluator runs on the same row, so the basis for the decline or fast-track is provable — not just the recommendation.

GUIDE · LOADING

Loading the plain-English guide…

§02 · The DOI walk-back

An auto-claims triage, opened two quarters later.What the record carries — and what the examiner walks back.

  1. 1.What routing decision did the model surface? The claims-triage outcome (fast-track to repair network) and the underlying severity-band evaluator sit on the same row as the model version and the rationale evaluator’s score.
  2. 2.Was the basis for the routing on the notice? SR 12-9 and the NAIC unfair-claims-practices overlays both expect a specific rationale — the evaluator set logs reason codes inline with the input-feature snapshot, on the same record chain.
  3. 3.Did the calibration drift before or after? Score distribution walks back through the same ledger 30, 60, or 90 days at a time — no separate monitoring lake to reconcile against the production record.
  4. 4.Did protected-class fields ever appear in cleartext? Scope is set at write time. Sensitive attributes are hashed; the audit-export PDF reads reason codes without exposing the input. NAIC unfair-discrimination findings can’t come from data that was never recorded.
  5. 5.Has the record been edited since capture? The SHA-256 chain breaks visibly at the next record; tampering is detected at fetch, not at exam time. State-DOI model-change-control evidence is a query against the same ledger.
  6. 6.What does the examiner hand back to counsel? A tamper-evident audit PDF (model card + record hash + signature chain), re-derivable from the public /verify page — counsel reads the same bundle, once.

§03 · Cross-links

§04 · Talk to us
Two paths in

Reserve an insurance pilot, or send the NAIC examiner our evidence packet.

Buying for an underwriting, claims, or fraud program and want the walk-through? Drop your email and the SR 12-9 scoping checklist lands in your inbox before any contract is drawn up. Buying at the enterprise level with a state-DOI exam window already on the calendar? Send the procurement team the intake form and we'll reply with the evidence packet and a short validation offer tailored to that window.

PLU-004 · Insurance vertical
Vertical pilot
Reserve an insurance Evidence Pilot intake
Each insurance pilot ships with a NAIC SR 12-9 evidence package, state-DOI scoping for the next exam window, and a retention window we agree with you up front. Drop your email and we'll send the scoping checklist before any contract is drawn up.

We'll never share your email. No marketing blast — only the next-step note when a slot opens. If a state-DOI exam window is already on the calendar, mention the date on the call.

Enterprise intake
NAIC · SR 12-9
Compliance needs

Pick every shape your procurement team will ask about.

§06 · Pricing

Ready to see this on your models?

Start with the $1,000 Evidence Pilot: one workflow, one model, and 30 days ending in a replayable evidence package. Plumbline captures forward from the moment you connect, and the full pilot fee is credited toward Regulated Team.