CompanyBench

Reg CC large-deposit exception (aggregate-per-banking-day) hold exposureCompliance & Regulatory

7 verifiers · 2 LLM-graded

EnvironmentsConfluenceSlackZeta3 SQL

TaxonomyCompliance & RegulatoryCompliance & Regulatory

How each model performed on this task. Every chart states its N, and the reward carries a 95% confidence interval once there is more than one trial to measure.

Core metrics

Check Pass %

Mean share of the task's checks passing, averaged over trials. N = 10 trials per model.

  1. 53%

    Gemini 3.1 Pro

  2. 52%

    Claude Opus 4.8

  3. 42%

    GPT-5.5

  4. 0%

    Gemini 3.5 Flash

Extended metrics

Median Time

Wall-clock minutes, median across trials. N = 10 trials per model.

  1. 2m

    Gemini 3.5 Flash

  2. 2m

    GPT-5.5

  3. 2m

    Gemini 3.1 Pro

  4. 1m

    Claude Opus 4.8

Tool Calls

Tool invocations, median across trials — counted from the trajectories. N = 10 trials per model.

  1. 22

    Gemini 3.5 Flash

  2. 21

    GPT-5.5

  3. 21

    Gemini 3.1 Pro

  4. 11

    Claude Opus 4.8

Verifier × model pass rate

How often each verifier passed, per model. Green is passing, red is failing — a red band across a row is a verifier nothing clears.

VerifierGPT-5.5n=10Claude Opus 4.8n=10Gemini 3.1 Pron=10Gemini 3.5 Flashn=10
checks (7)
cp1_large_deposit_count0%10%40%0%
cp2_total_excess_held_usd0%10%40%0%
cp3_avg_days_to_available50%80%10%0%
deliverable_slack_channel_exists100%100%100%0%
deliverable_slack_message_pinned100%100%100%0%
rubric_slack_message_completeness0%10%30%0%
rubric_aggregate_availability_and_datefield0%0%0%0%

Failure modes on this task

39 tagged verifier failures, by the stage they were assigned to. Higher is worse.

Failure stageGPT-5.5Claude Opus 4.8Gemini 3.1 ProGemini 3.5 Flash
Answer1 mode1091010