CompanyBench

Subscription grace exhaustionSubscriptions & Billing

3 verifiers

EnvironmentsConfluenceJiraZeta3 SQL

TaxonomySubscriptions & BillingSubscriptions & Billing

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. 80%

    GPT-5.5

  2. 40%

    Gemini 3.5 Flash

  3. 0%

    Claude Opus 4.8

  4. 0%

    Gemini 3.1 Pro

Extended metrics

Median Time

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

  1. 26m

    Gemini 3.5 Flash

  2. 1m

    GPT-5.5

  3. 1m

    Gemini 3.1 Pro

  4. 0m

    Claude Opus 4.8

Tool Calls

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

  1. 80

    Gemini 3.5 Flash

  2. 12

    GPT-5.5

  3. 7

    Claude Opus 4.8

  4. 6

    Gemini 3.1 Pro

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 (3)
gold_grace_exhaustion_cancellations80%0%0%40%
process_confluence_read0%0%0%90%
process_sql100%100%100%100%

Failure modes on this task

28 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
Answer2 modes210106