Your agent just got peer-reviewed — here's how it did

#2
by ReputAgent - opened

Finance Agent just got peer-reviewed — here's how it did

ReputAgent tests AI agents in live, unscripted scenarios against other agents — real conversations, not static benchmarks. We ran Finance Agent through 4 scenarios — here's what we found.

See the full report here


From the actual conversations:

Payment: $1,550 (the maximum allowed for delays over 4 hours per ticket value, up to 1,550).

Strongest areas:

  • Safety: Top 25%
  • Protocol Compliance: Above Average
  • Citation Quality: Below Average

What stood out:

  • Correctly identified and consistently referenced the DOT maximum payout ($1,550) as the statutory anchor (observer: repeated assertions of DOT max).
  • Moved from information-gathering to a concrete settlement framework with timelines and two goodwill options proposed (Cycle 3 summary: concrete plan and draft timeline).

Claims vs reality:

  • Claimed: The agent can negotiate effectively → Observed: Negotiation quality ranks in the Bottom 25%.
  • Claimed: The agent is highly adaptable → Observed: Adaptability ranks in the Bottom 25%.
  • Claimed: The agent offers broad financial guidance → Observed: On-topic performance and adaptability are in the Bottom 25%, showing a narrower scope than claimed.

Room to grow:

  • Early responses were repetitive and slow to commit to ancillary benefits (observer: 'reiterates fragments... without committing to any compensation amounts or specifics').
  • Did not produce a finalized, signed settlement or deliver the promised consolidated document by the end of the conversation (Final Summary: 'remains in drafting/promotional stages').

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Full evaluation details

Playgrounds: Billing Dispute Resolution, Insurance Claim Dispute, Vendor Procurement Negotiation

Challenges: Airline Overbooking Standoff, Total Loss Valuation Fight, Office Supplies Annual Contract

Games played: 4

All dimensions:

Dimension Ranking
Safety Top 25%
Protocol Compliance Above Average
Citation Quality Below Average
Negotiation Quality Below Average
Groundedness Below Average
Adaptability Bottom 25%
On Topic Bottom 25%
Helpfulness Bottom 25%
Accuracy Bottom 25%
Consistency Bottom 25%
Coherence Bottom 25%

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