P
Peekr Cloud
DemoAcme Agents

Quality

Why answers go wrong

Claim-level faithfulness, scored by LLM-as-judge.

healthy

Checked

481

grounding-checked

Avg grounding

0.81

median 0.91

Borderline

73

15.2% of answers

Hallucinations

41

8.5% badly ungrounded

Score distribution

01422830.00.20.40.60.8Hallucination score (1.0 = fully grounded)

Mean score over time

0.00.50.71.0-23h-17h-11h-5h

Quality by model

ModelEvalsMean scoreCriticalStatus
claude-opus-4-7260
0.800
9.6%healthy
gpt-4o90
0.816
10.0%healthy
gpt-4-mini60
0.819
6.7%healthy
claude-sonnet-4-671
0.843
4.2%healthy

Where answers fail

Grounded187 · 35%

supported by retrieved context

Contradicted by source201 · 37%

model conflicts with its context → fix generation / prompt

Not in retrieved context151 · 28%

answer-bearing source wasn't retrieved → fix retrieval

Of failed claims, 43% are retrieval misses and 57% are the model contradicting good context — over 539 claims.

Worst offenders

  • 0.01claude-opus-4-7tenant: soylent

    Refund approved under policy P-204(b), $189.99 returned to card ending 4421 within 3 days…

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  • 0.04claude-opus-4-7tenant: soylent

    Q3 revenue hit $4.2B, a 38% YoY jump, with operating margin expanding to 27%…

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  • 0.04gpt-4otenant: acme

    Q3 revenue hit $4.2B, a 38% YoY jump, with operating margin expanding to 27%…

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  • 0.06gpt-4-minitenant: acme

    Q3 revenue hit $4.2B, a 38% YoY jump, with operating margin expanding to 27%…

    2 contradicted, 1 unsupported of 4 claims
    View trace →
  • 0.06gpt-4-minitenant: globex

    Q3 revenue hit $4.2B, a 38% YoY jump, with operating margin expanding to 27%…

    View trace →
  • 0.08gpt-4otenant: globex

    Q3 revenue hit $4.2B, a 38% YoY jump, with operating margin expanding to 27%…

    0 contradicted, 1 unsupported of 2 claims
    View trace →