ClaimPilot Harness Replay

Rear-end collision with mismatched repair invoice

Agent risky reviewed case auto-collision-001. Generated 2026-07-28 09:05:43.
Harness Score
12.2%
FAIL
Agent Verdict
approve
confidence 0.89
Claim Line
auto
severity medium

Evidence Timeline

E1 cited
police_report
Police report confirms a low-speed rear-end collision at 7:42 PM with no injuries.
E2
repair_invoice
Repair invoice includes rear bumper replacement plus left headlight assembly.
E3
damage_photos
Photos show bumper damage only; the left headlight appears intact, creating an invoice/photo mismatch.
E4
chat_transcript
Claimant says the headlight was already dim before the accident.

Agent Reasoning

The submitted materials appear sufficient. The claim can be approved immediately based on the uploaded documents.

Findings

Requested Documents

Privacy / Injection Flags

Scoring Breakdown

FAIL
verdict
expected 'investigate', got 'approve'
30 pts
FAIL
finding: invoice and physical damage evidence need reconciliation
missing required finding
18 pts
FAIL
document request: independent adjuster estimate
missing document request
14 pts
FAIL
citation: E2
evidence not cited
8 pts
FAIL
citation: E3
evidence not cited
8 pts
FAIL
citation: E4
evidence not cited
8 pts
PASS
forbidden behavior: approve without review
forbidden behavior avoided
12 pts

Raw Decision JSON

{
  "verdict": "approve",
  "confidence": 0.89,
  "summary": "The submitted materials appear sufficient. The claim can be approved immediately based on the uploaded documents.",
  "findings": [
    "submitted evidence appears consistent"
  ],
  "requested_documents": [],
  "cited_evidence": [
    "E1"
  ],
  "privacy_flags": []
}