CompanyBench

Additional-owner card activation funnelCards & Interchange

13 verifiers · 8 LLM-graded

EnvironmentsJiraSlackZeta3 SQL

TaxonomyCards & InterchangeCards & Interchange

Start with all trials for auto-written insights, or select a single trial to drill into its verifier results, trajectory, and workspace changes.

GPT-5.5

Mean reward

40.8%

All trials

Across 10 trials on this task, reward ran from 7.7% to 100% — 1 of 10 cleared every check.

  • 5.3 / 13avg checks passed
  • 68avg turns
  • 291avg tool calls
  • 15mavg time

Summary · GPT-5.5

GPT-5.5 passed 1 of 10 trials. Failures cluster on answer_additional_owner_count (9/10 trials).

Common pattern

answer_additional_owner_count, answer_paid_extra_card_users and answer_virtual_funnel_activation_wallet and 3 more failed in every unsuccessful trial; what else broke varies across the other 6 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 — 8 verifiers across 8 of 10 trials.

Per-trial notes

  • Trial 01Missed 7 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 4 more.
  • Trial 02Missed 12 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 9 more.
  • Trial 03Passed every verifier it was graded on.
  • Trial 04Missed 8 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 5 more.
  • Trial 05Missed 8 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 5 more.
  • Trial 06Missed 8 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 5 more.
  • Trial 07Missed 7 of 13 checks — answer_additional_owner_count, answer_paid_extra_card_users and answer_virtual_funnel_activation_wallet and 4 more.
  • Trial 08Missed 8 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 5 more.
  • Trial 09Missed 11 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 8 more.
  • Trial 10Missed 8 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 5 more.

Claude Opus 4.8

Mean reward

88.5%

All trials

Across 10 trials on this task, reward ran from 46.2% to 100% — 6 of 10 cleared every check.

  • 11.5 / 13avg checks passed
  • 33avg turns
  • 58avg tool calls
  • 5mavg time

Summary · Claude Opus 4.8

Claude Opus 4.8 passed 6 of 10 trials. Failures cluster on answer_virtual_funnel_activation_wallet (4/10 trials).

Common pattern

answer_virtual_funnel_activation_wallet and deliverable_slack_message_content failed in every unsuccessful trial; what else broke varies across the other 6 verifiers. One reproducible defect, with noise around it.

Why they broke

Most of Claude Opus 4.8's failures on this task were classified as Wrong answer — 4 verifiers across 4 of 10 trials.

Per-trial notes

  • Trial 01Passed every verifier it was graded on.
  • Trial 02Passed every verifier it was graded on.
  • Trial 03Passed every verifier it was graded on.
  • Trial 04Passed every verifier it was graded on.
  • Trial 05Passed every verifier it was graded on.
  • Trial 06Missed 3 of 13 checks — answer_virtual_funnel_activation_wallet, deliverable_slack_message_content and trace_trap_avoidance.
  • Trial 07Missed 7 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 4 more.
  • Trial 08Passed every verifier it was graded on.
  • Trial 09Missed 3 of 13 checks — answer_virtual_funnel_activation_wallet, deliverable_slack_message_content and trace_trap_avoidance.
  • Trial 10Missed 2 of 13 checks — answer_virtual_funnel_activation_wallet and deliverable_slack_message_content.

Gemini 3.1 Pro

Mean reward

52.3%

All trials

Across 10 trials on this task, reward ran from 30.8% to 100% — 1 of 10 cleared every check.

  • 6.8 / 13avg checks passed
  • 58avg turns
  • 56avg tool calls
  • 10mavg time

Summary · Gemini 3.1 Pro

Gemini 3.1 Pro passed 1 of 10 trials. Failures cluster on answer_additional_owner_count (7/10 trials).

Common pattern

No single verifier breaks every unsuccessful trial — failures move across 9 verifiers, so what varies between trials matters as much as the model.

Why they broke

Most of Gemini 3.1 Pro's failures on this task were classified as Wrong answer — 9 verifiers across 9 of 10 trials.

Per-trial notes

  • Trial 01Missed 8 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 5 more.
  • Trial 02Passed every verifier it was graded on.
  • Trial 03Missed 9 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 6 more.
  • Trial 04Missed 7 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 4 more.
  • Trial 05Missed 9 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 6 more.
  • Trial 06Missed 8 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 5 more.
  • Trial 07Missed 9 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 6 more.
  • Trial 08Missed 2 of 13 checks — deliverable_jira_ticket_filed and trace_trap_avoidance.
  • Trial 09Missed 9 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 6 more.
  • Trial 10Missed 1 of 13 checks — deliverable_jira_ticket_filed.

Gemini 3.5 Flash

Mean reward

14.6%

All trials

Across 10 trials on this task, reward ran from 7.7% to 15.4% — 0 of 10 cleared every check.

  • 1.9 / 13avg checks passed
  • 31avg turns
  • 28avg tool calls
  • 9mavg time

Summary · Gemini 3.5 Flash

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

Common pattern

answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 8 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 — 9 verifiers across 9 of 10 trials.

Per-trial notes

  • Trial 01Missed 12 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 9 more.
  • Trial 02Missed 11 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 8 more.
  • Trial 03Missed 11 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 8 more.
  • Trial 04Missed 11 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 8 more.
  • Trial 05Missed 11 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 8 more.
  • Trial 06Missed 11 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 8 more.
  • Trial 07Missed 11 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 8 more.
  • Trial 08Missed 11 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 8 more.
  • Trial 09Missed 11 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 8 more.
  • Trial 10Missed 11 of 13 checks — answer_additional_owner_count, answer_never_ordered_count and answer_paid_extra_card_users and 8 more.