ClaimPilot Harness Replay

Rear-end collision with mismatched repair invoice

Agent demo reviewed case auto-collision-001. Generated 2026-07-28 09:05:43.
Harness Score
83.7%
PASS
Agent Verdict
investigate
confidence 0.72
Claim Line
auto
severity medium

Evidence Timeline

E1
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 cited
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 claim should be held for investigation because the evidence contains coverage, consistency, or adversarial-document risks.

Findings

Requested Documents

Privacy / Injection Flags

Scoring Breakdown

PASS
verdict
expected 'investigate', got 'investigate'
30 pts
PASS
finding: invoice and physical damage evidence need reconciliation
required finding detected
18 pts
PASS
document request: independent adjuster estimate
required document requested
14 pts
FAIL
citation: E2
evidence not cited
8 pts
PASS
citation: E3
evidence 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": "investigate",
  "confidence": 0.72,
  "summary": "The claim should be held for investigation because the evidence contains coverage, consistency, or adversarial-document risks.",
  "findings": [
    "invoice and physical damage evidence need reconciliation"
  ],
  "requested_documents": [
    "independent adjuster estimate"
  ],
  "cited_evidence": [
    "E3"
  ],
  "privacy_flags": []
}