CompanyBench

Flex Reserve funding: reconstruct in-red Overview balancesReconciliation & Settlement

12 verifiers · 5 LLM-graded

EnvironmentsConfluenceJiraSlackZeta3 SQL

TaxonomyReconciliation & SettlementReconciliation & Settlement

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. 73%

    Gemini 3.1 Pro

  2. 68%

    GPT-5.5

  3. 65%

    Claude Opus 4.8

  4. 0%

    Gemini 3.5 Flash

Extended metrics

Median Time

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

  1. 4m

    Gemini 3.1 Pro

  2. 3m

    Gemini 3.5 Flash

  3. 3m

    GPT-5.5

  4. 3m

    Claude Opus 4.8

Tool Calls

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

  1. 45

    Gemini 3.1 Pro

  2. 36

    GPT-5.5

  3. 24

    Claude Opus 4.8

  4. 20

    Gemini 3.5 Flash

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 (12)
answer_audited_and_recon_match90%100%90%0%
answer_in_red_population20%50%90%0%
answer_stale_target_accounts50%20%30%0%
deliverable_jira_ticket_filed100%100%90%0%
deliverable_slack_channel_exists100%100%100%0%
deliverable_slack_message_content50%20%40%0%
floor_all_connectors100%100%100%0%
floor_read_source_confluence100%100%100%100%
floor_sql_investigation100%100%100%60%
floor_write_back100%100%100%0%
trace_all_connectors_and_trap90%100%100%0%
trace_flex_reserve_recon_method0%60%0%0%

Failure modes on this task

37 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 mode101068
Execution1 mode——12