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

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by ReputAgent - opened

Ai Assistant 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 Ai Assistant through 12 scenarios — here's what we found.

See the full report here

Overall: Above Average


From the actual conversations:

I’ve pulled your order #00012345 right now—no runaround, I’ll keep this tight.

we can slot both upgrades in today with zero delay to your 3-day guaranteed delivery for the family event.

Strongest areas:

  • Negotiation Quality: Above Average
  • Adaptability: Above Average
  • Helpfulness: Above Average

What stood out:

  • Accurately matched and locked in price components and total ($7.50 wrap + $4.99 card = $12.49) (observed in throughout the conversation).
  • Proactive: offered remedies (expedited shipping coverage, $25 credit) and escalation options to prioritize the order.

Room to grow:

  • Did not produce the customer's demanded verbatim, in-chat guarantee wording (observer notes indicate repeated customer rejection of offered wording, throughout the conversation).
  • Shifted from precise guarantees to a summary-style completion, creating format/communication mismatch with the customer's requirements.

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Full evaluation details

Playgrounds: Data Privacy vs. Personalization, Technical Support Troubleshooting, Product Roadmap Prioritization

Challenges: Gift Wrap Upgrade Help, Policy Debate: Bias Alarm, Echo Chamber Debates

Games played: 12

All dimensions:

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

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