🛡️ Insurance
Insurance & Underwriting
AI is reshaping underwriting, claims assessment and fraud detection in insurance. Each of these decisions carries regulatory exposure, customer dispute risk and potential litigation. The question regulators and courts are beginning to ask is not whether AI was used - but whether the human who reviewed the AI output was operating within a documented, defensible structure.
When a denied claim is challenged in court, can you show that the AI output was reviewed by a human against a defined underwriting criterion - and that the criterion is externally verifiable?
Capabilities
● Standard Intake
● External Artifacts
Without EVIDE
- A denied claim litigation cannot produce a structured record of human review against a defined criterion
- The underwriting taxonomy exists internally but was not anchored externally at the time of the decision
- Different underwriters applied different interpretations of the same risk threshold - no audit trail
- Regulatory review of AI-assisted claims processing finds no independent evidentiary record
With EVIDE
- Each underwriting or claims decision is anchored externally with taxonomy_reference and threshold_reference at the moment of review
- Procedural shield: defense is built on a verifiable record, not on internal reconstruction
- Consistency across underwriters becomes measurable and documentable over time
- Regulatory compliance is demonstrated through external evidence, not internal attestation
Example evidentiary record for insurance and underwriting
A real, API-conformant payload example - verified against the EVIDE intake schema v2.1.
{
"evide_schema": "2.1",
"source_system": "UnderwritingDecisionPlatform",
"source_reference": "EVT-2026-0603-1122",
"source_timestamp_utc": "2026-06-03T11:22:07Z",
"decision": {
"type": "underwriting_decision",
"status": "finalized",
"closure_timestamp_utc": "2026-06-03T11:22:07Z",
"summary": "Declared underwriting review completed following AI-assisted risk assessment"
},
"authority": {
"id": "underwriter_17",
"role": "Senior Underwriter",
"dapi_number": "DAPI-XXXX",
"verification": "DAPI-XXXX"
},
"intervention": {
"type": "declared_event",
"classification_status": "stable",
"classification_context": {
"taxonomy_reference": "https://example.org/taxonomies/underwriting-risk-taxonomy-v2.0",
"threshold_reference": "https://example.org/policies/underwriting-criteria-policy-v1.2",
"threshold_status": "met"
},
"rationale": "AI-assisted risk output reviewed against defined underwriting criterion; policy issued",
"trace": {
"reference": "INSURANCE-006/policy-review-20260603-1122",
"access": "restricted"
}
},
"human_oversight": {
"is_declared": true,
"declared_level": "L1"
},
"handoff": {
"boundary_readiness": {
"status": "candidate",
"readiness_gate": null,
"visibility_surface": null,
"unresolved_signals": []
},
"reconstruction_independence": "declared",
"submission_status": "not_submitted",
"acceptance_status": "not_claimed"
},
"extensions": ["evidence_references"],
"evidence_references": [
{
"artifact_type": "photo",
"pointer": "claims-portal://claim-2026-0603/photo-01.jpg",
"declared_origin": "policyholder upload via claims portal",
"declared_description": "Property damage photo submitted in support of the claim",
"hash": {
"algorithm": "SHA-256",
"value": "sha256:7b21e4...c908_example_not_for_submission"
},
"hash_scope": "full_file",
"hashed_by": "Claims portal upload handler"
}
],
"content_hash": {
"algorithm": "SHA-256",
"value": "sha256:4e05...a318_example_not_for_submission"
}
}