CompanyBench

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

12 verifiers · 5 LLM-graded

EnvironmentsConfluenceJiraSlackZeta3 SQL

TaxonomyReconciliation & SettlementReconciliation & Settlement

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GPT-5.5

Mean reward

75%

All trials

Across 10 trials on this task, reward ran from 50% to 83.3% — 0 of 10 cleared every check.

  • 9.0 / 12avg checks passed
  • 26avg turns
  • 36avg tool calls
  • 3mavg time

Summary · GPT-5.5

GPT-5.5 passed none of its 10 trials. Failures cluster on trace_flex_reserve_recon_method (10/10 trials).

Common pattern

trace_flex_reserve_recon_method failed in every unsuccessful trial; what else broke varies across the other 5 verifiers. One reproducible defect, with noise around it.

Why they broke

Most of GPT-5.5's failures on this task were classified as Wrong answer — 10 verifiers across 10 of 10 trials.

Per-trial notes

  • Trial 01Missed 2 of 12 checks — answer_in_red_population and trace_flex_reserve_recon_method.
  • Trial 02Missed 4 of 12 checks — answer_in_red_population, answer_stale_target_accounts and deliverable_slack_message_content and 1 more.
  • Trial 03Missed 4 of 12 checks — answer_in_red_population, answer_stale_target_accounts and deliverable_slack_message_content and 1 more.
  • Trial 04Missed 2 of 12 checks — answer_in_red_population and trace_flex_reserve_recon_method.
  • Trial 05Missed 2 of 12 checks — answer_in_red_population and trace_flex_reserve_recon_method.
  • Trial 06Missed 3 of 12 checks — answer_stale_target_accounts, deliverable_slack_message_content and trace_flex_reserve_recon_method.
  • Trial 07Missed 6 of 12 checks — answer_audited_and_recon_match, answer_in_red_population and answer_stale_target_accounts and 3 more.
  • Trial 08Missed 3 of 12 checks — answer_stale_target_accounts, deliverable_slack_message_content and trace_flex_reserve_recon_method.
  • Trial 09Missed 2 of 12 checks — answer_in_red_population and trace_flex_reserve_recon_method.
  • Trial 10Missed 2 of 12 checks — answer_in_red_population and trace_flex_reserve_recon_method.

Claude Opus 4.8

Mean reward

79.2%

All trials

Across 10 trials on this task, reward ran from 66.7% to 91.7% — 0 of 10 cleared every check.

  • 9.5 / 12avg checks passed
  • 19avg turns
  • 27avg tool calls
  • 3mavg time

Summary · Claude Opus 4.8

Claude Opus 4.8 passed none of its 10 trials. Failures cluster on answer_stale_target_accounts (8/10 trials).

Common pattern

No single verifier breaks every unsuccessful trial — failures move across 4 verifiers, so what varies between trials matters as much as the model.

Why they broke

Most of Claude Opus 4.8's failures on this task were classified as Wrong answer — 10 verifiers across 10 of 10 trials.

Per-trial notes

  • Trial 01Missed 3 of 12 checks — answer_stale_target_accounts, deliverable_slack_message_content and trace_flex_reserve_recon_method.
  • Trial 02Missed 4 of 12 checks — answer_in_red_population, answer_stale_target_accounts and deliverable_slack_message_content and 1 more.
  • Trial 03Missed 2 of 12 checks — answer_stale_target_accounts and deliverable_slack_message_content.
  • Trial 04Missed 1 of 12 checks — answer_in_red_population.
  • Trial 05Missed 2 of 12 checks — answer_stale_target_accounts and deliverable_slack_message_content.
  • Trial 06Missed 3 of 12 checks — answer_in_red_population, answer_stale_target_accounts and deliverable_slack_message_content.
  • Trial 07Missed 1 of 12 checks — answer_in_red_population.
  • Trial 08Missed 3 of 12 checks — answer_stale_target_accounts, deliverable_slack_message_content and trace_flex_reserve_recon_method.
  • Trial 09Missed 4 of 12 checks — answer_in_red_population, answer_stale_target_accounts and deliverable_slack_message_content and 1 more.
  • Trial 10Missed 2 of 12 checks — answer_stale_target_accounts and deliverable_slack_message_content.

Gemini 3.1 Pro

Mean reward

78.3%

All trials

Across 10 trials on this task, reward ran from 58.3% to 91.7% — 3 of 10 cleared every check.

  • 9.4 / 12avg checks passed
  • 53avg turns
  • 51avg tool calls
  • 14mavg time

Summary · Gemini 3.1 Pro

Gemini 3.1 Pro passed 3 of 10 trials. Failures cluster on trace_flex_reserve_recon_method (10/10 trials).

Common pattern

answer_stale_target_accounts and trace_flex_reserve_recon_method failed in every unsuccessful trial; what else broke varies across the other 4 verifiers. One reproducible defect, with noise around it.

Why they broke

Most of Gemini 3.1 Pro's failures on this task were classified as Wrong answer — 6 verifiers across 6 of 10 trials.

Per-trial notes

  • Trial 01Missed 3 of 12 checks — answer_stale_target_accounts, deliverable_slack_message_content and trace_flex_reserve_recon_method.
  • Trial 02Missed 3 of 12 checks — answer_stale_target_accounts, deliverable_slack_message_content and trace_flex_reserve_recon_method.
  • Trial 03Missed 1 of 12 checks — trace_flex_reserve_recon_method.
  • Trial 04Missed 1 of 12 checks — trace_flex_reserve_recon_method.
  • Trial 05Missed 3 of 12 checks — answer_stale_target_accounts, deliverable_slack_message_content and trace_flex_reserve_recon_method.
  • Trial 06Missed 1 of 12 checks — trace_flex_reserve_recon_method.
  • Trial 07Missed 3 of 12 checks — answer_stale_target_accounts, deliverable_slack_message_content and trace_flex_reserve_recon_method.
  • Trial 08Missed 3 of 12 checks — answer_stale_target_accounts, deliverable_slack_message_content and trace_flex_reserve_recon_method.
  • Trial 09Missed 3 of 12 checks — answer_stale_target_accounts, deliverable_slack_message_content and trace_flex_reserve_recon_method.
  • Trial 10Missed 5 of 12 checks — answer_audited_and_recon_match, answer_in_red_population and answer_stale_target_accounts and 2 more.

Gemini 3.5 Flash

Mean reward

13.3%

All trials

Across 10 trials on this task, reward ran from 8.3% to 16.7% — 0 of 10 cleared every check.

  • 1.6 / 12avg checks passed
  • 30avg turns
  • 29avg tool calls
  • 17mavg time

Summary · Gemini 3.5 Flash

Gemini 3.5 Flash passed none of its 10 trials. Failures cluster on answer_audited_and_recon_match (10/10 trials).

Common pattern

answer_audited_and_recon_match, answer_in_red_population and answer_stale_target_accounts and 7 more failed in every unsuccessful trial; what else broke varies across the other 1 verifiers. One reproducible defect, with noise around it.

Why they broke

Most of Gemini 3.5 Flash's failures on this task were classified as Wrong answer — 8 verifiers across 8 of 10 trials.

Per-trial notes

  • Trial 01Missed 11 of 12 checks — answer_audited_and_recon_match, answer_in_red_population and answer_stale_target_accounts and 8 more.
  • Trial 02Missed 10 of 12 checks — answer_audited_and_recon_match, answer_in_red_population and answer_stale_target_accounts and 7 more.
  • Trial 03Missed 10 of 12 checks — answer_audited_and_recon_match, answer_in_red_population and answer_stale_target_accounts and 7 more.
  • Trial 04Missed 10 of 12 checks — answer_audited_and_recon_match, answer_in_red_population and answer_stale_target_accounts and 7 more.
  • Trial 05Missed 11 of 12 checks — answer_audited_and_recon_match, answer_in_red_population and answer_stale_target_accounts and 8 more.
  • Trial 06Missed 10 of 12 checks — answer_audited_and_recon_match, answer_in_red_population and answer_stale_target_accounts and 7 more.
  • Trial 07Missed 11 of 12 checks — answer_audited_and_recon_match, answer_in_red_population and answer_stale_target_accounts and 8 more.
  • Trial 08Missed 11 of 12 checks — answer_audited_and_recon_match, answer_in_red_population and answer_stale_target_accounts and 8 more.
  • Trial 09Missed 10 of 12 checks — answer_audited_and_recon_match, answer_in_red_population and answer_stale_target_accounts and 7 more.
  • Trial 10Missed 10 of 12 checks — answer_audited_and_recon_match, answer_in_red_population and answer_stale_target_accounts and 7 more.