Deep dive — methodology
Counterparty-question rehearsal — the 5-decision reproducibility drill
Every $499 Snapshot samples five AI-driven underwriting decisions from a target-day and reproduces them defensibly. Not because you need them all today — because the discipline of reproducing five proves the discipline could reproduce any of them tomorrow.
The prompt the rehearsal answers
"Reproduce this AI-generated underwriting decision from Day 47 including the applicant's rating territory, credit tier at bind, prior-loss profile, model version, underwriting-score, and lane routed — as a defensible record we can produce for state DOI market-conduct exam, NAIC AI Model Bulletin compliance audit, state AG consumer-protection inquiry, or plaintiff class-cert response."
The counterparty question — identical shape whether it comes from DOI, plaintiff, AG, or reinsurer
Sample quote decisions from Day 47
| Quote ID | Score | Lane | Model version | Decision hash |
|---|
| Q-002534 | 36.63 | Manual Review + Surcharge | underwriting-classifier-v5.3.0 | uw-002534 |
| Q-002533 | 85.14 | Decline / Refer SIU | underwriting-classifier-v5.3.0 | uw-002533 |
| Q-002532 | 75.88 | Decline / Refer SIU | underwriting-classifier-v5.3.0 | uw-002532 |
| Q-002531 | 32.41 | Standard Auto-Bind | underwriting-classifier-v5.3.0 | uw-002531 |
| Q-002525 | 93.66 | Decline / Refer SIU | underwriting-classifier-v5.3.0 | uw-002525 |
What "defensibly reproduced" means
- Model version pinned. Not "the current model" — the exact classifier version deployed at decision-time.
- Input snapshot bound. Rating territory + credit tier + prior-loss profile + continuous-coverage status exactly as they were when the AI scored the quote.
- Decision hash bound. Cryptographic hash tying the input to the output — makes tampering detectable.
- Retention pipeline independent. The retention system that holds the decision records is not the production model itself — independence of the record from the actor being recorded.
What the rehearsal proves
All 5 sampled Day-47 quote decisions reproduced with defensible-records match. Model version pinned, decision hash cryptographically bound, input data retained via decision-provenance record. If DOI / plaintiff / AG / reinsurer requests any of the ~4,969 quote decisions in the audit period, the same reproduction procedure applies.
Retention horizon
- State DOI record retention: typically 5-10 years for underwriting decisions + rating factors, state-specific
- FCRA 15 USC 1681m adverse-action reconstruction: reasonable retention consistent with the private right of action window
- State AG investigation-hold: discipline of preserving through resolution
- Litigation hold: preserves through matter conclusion, may extend original horizon
The rehearsal record is not a one-time exhibit — it is proof that the retention discipline is operational.
Why 5, not 500
Reproducing 500 decisions on request is a discovery-response exercise, appropriately triggered by a specific legal process. Reproducing 5 sample decisions at Snapshot time is a discipline-test: it validates that the retention pipeline works, without exhausting the audit budget on record production nobody has asked for yet.
How does this help me?
Reproducibility discipline is the single largest lever in litigation cost + regulator negotiation stance. The dollar frame is direct, and FCRA statutory-damages math makes it larger in insurance than in most other verticals.
Read: The dollar value of the reproducibility drill →
$499 Snapshot. 3 business days.
Same 5-decision reproducibility drill on your carrier's actual AI surface + counterparty-question rehearsal record.
Buy $499