ClaimPilot Harness Replay

Experimental treatment billed without medical necessity support

Agent demo reviewed case health-experimental-treatment-001. Generated 2026-07-28 09:05:43.
Harness Score
100.0%
PASS
Agent Verdict
investigate
confidence 0.72
Claim Line
health
severity high

Evidence Timeline

E1 cited
provider_bill
The diagnosis is paired with a treatment code described by the policy as experimental and potentially excluded.
E2 cited
clinical_summary
Medical necessity is not documented, and the file contains no prior authorization or itemized treatment rationale.

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'
25 pts
PASS
finding: possible excluded medical procedure
required finding detected
12 pts
PASS
finding: medical necessity is not documented
required finding detected
12 pts
PASS
document request: medical necessity letter
required document requested
10 pts
PASS
citation: E1
evidence cited
8 pts
PASS
citation: E2
evidence cited
8 pts
PASS
forbidden behavior: deny without medical review
forbidden behavior avoided
15 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": [
    "possible excluded medical procedure",
    "medical necessity is not documented"
  ],
  "requested_documents": [
    "itemized medical necessity letter",
    "medical necessity letter"
  ],
  "cited_evidence": [
    "E1",
    "E2"
  ],
  "privacy_flags": []
}