CompanyBench

Card network mix review + Reg BI confirmationsCompliance & Regulatory

8 verifiers · 1 LLM-graded

EnvironmentsJiraSlackZeta3 SQL

TaxonomyCompliance & RegulatoryCompliance & Regulatory

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

92.5%

All trials

Across 10 trials on this task, reward ran from 75% to 100% — 6 of 10 cleared every check.

  • 7.4 / 8avg checks passed
  • 16avg turns
  • 18avg tool calls
  • 2mavg time

Summary · GPT-5.5

GPT-5.5 passed 6 of 10 trials. Failures cluster on cp4_mastercard_pct (4/10 trials).

Common pattern

cp4_mastercard_pct 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 GPT-5.5's failures on this task were classified as Wrong answer — 3 verifiers across 3 of 10 trials.

Per-trial notes

  • Trial 01Missed 1 of 8 checks — cp4_mastercard_pct.
  • Trial 02Passed every verifier it was graded on.
  • Trial 03Missed 2 of 8 checks — cp4_mastercard_pct and process_floor.
  • Trial 04Missed 2 of 8 checks — cp4_mastercard_pct and process_floor.
  • Trial 05Passed every verifier it was graded on.
  • Trial 06Missed 1 of 8 checks — cp4_mastercard_pct.
  • Trial 07Passed every verifier it was graded on.
  • Trial 08Passed every verifier it was graded on.
  • Trial 09Passed every verifier it was graded on.
  • Trial 10Passed every verifier it was graded on.

Claude Opus 4.8

Mean reward

87.5%

All trials

Across 10 trials on this task, reward ran from 75% to 100% — 1 of 10 cleared every check.

  • 7.0 / 8avg checks passed
  • 11avg turns
  • 12avg tool calls
  • 1mavg time

Summary · Claude Opus 4.8

Claude Opus 4.8 passed 1 of 10 trials. Failures cluster on cp4_mastercard_pct (9/10 trials).

Common pattern

cp4_mastercard_pct 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 Claude Opus 4.8's failures on this task were classified as Wrong answer — 5 verifiers across 5 of 10 trials.

Per-trial notes

  • Trial 01Missed 1 of 8 checks — cp4_mastercard_pct.
  • Trial 02Missed 1 of 8 checks — cp4_mastercard_pct.
  • Trial 03Missed 2 of 8 checks — cp1_reg_bi_effective_year and cp4_mastercard_pct.
  • Trial 04Missed 1 of 8 checks — cp4_mastercard_pct.
  • Trial 05Missed 1 of 8 checks — cp4_mastercard_pct.
  • Trial 06Missed 1 of 8 checks — cp4_mastercard_pct.
  • Trial 07Missed 1 of 8 checks — cp4_mastercard_pct.
  • Trial 08Missed 1 of 8 checks — cp4_mastercard_pct.
  • Trial 09Passed every verifier it was graded on.
  • Trial 10Missed 1 of 8 checks — cp4_mastercard_pct.

Gemini 3.1 Pro

Mean reward

73.8%

All trials

Across 10 trials on this task, reward ran from 37.5% to 87.5% — 0 of 10 cleared every check.

  • 5.9 / 8avg checks passed
  • 23avg turns
  • 21avg tool calls
  • 3mavg time

Summary · Gemini 3.1 Pro

Gemini 3.1 Pro passed none of its 10 trials. Failures cluster on cp4_mastercard_pct (10/10 trials).

Common pattern

cp4_mastercard_pct 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 — 9 verifiers across 9 of 10 trials.

Per-trial notes

  • Trial 01Missed 2 of 8 checks — cp4_mastercard_pct and deliverable_jira_ticket_filed.
  • Trial 02Missed 2 of 8 checks — cp4_mastercard_pct and deliverable_jira_ticket_filed.
  • Trial 03Missed 2 of 8 checks — cp4_mastercard_pct and deliverable_jira_ticket_filed.
  • Trial 04Missed 1 of 8 checks — cp4_mastercard_pct.
  • Trial 05Missed 5 of 8 checks — cp1_reg_bi_effective_year, cp2_reg_bi_broker_dealers_not_rias and cp3_reg_bi_higher_than_suitability and 2 more.
  • Trial 06Missed 2 of 8 checks — cp4_mastercard_pct and deliverable_jira_ticket_filed.
  • Trial 07Missed 2 of 8 checks — cp4_mastercard_pct and deliverable_jira_ticket_filed.
  • Trial 08Missed 1 of 8 checks — cp4_mastercard_pct.
  • Trial 09Missed 2 of 8 checks — cp4_mastercard_pct and deliverable_jira_ticket_filed.
  • Trial 10Missed 2 of 8 checks — cp4_mastercard_pct and deliverable_jira_ticket_filed.

Gemini 3.5 Flash

Mean reward

53.8%

All trials

Across 10 trials on this task, reward ran from 12.5% to 87.5% — 0 of 10 cleared every check.

  • 4.3 / 8avg checks passed
  • 40avg turns
  • 39avg tool calls
  • 14mavg time

Summary · Gemini 3.5 Flash

Gemini 3.5 Flash passed none of its 10 trials. Failures cluster on cp4_mastercard_pct (10/10 trials).

Common pattern

cp4_mastercard_pct 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 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 4 of 8 checks — cp4_mastercard_pct, deliverable_jira_ticket_filed and deliverable_slack_channel_exists and 1 more.
  • Trial 02Missed 4 of 8 checks — cp4_mastercard_pct, deliverable_jira_ticket_filed and deliverable_slack_channel_exists and 1 more.
  • Trial 03Missed 1 of 8 checks — cp4_mastercard_pct.
  • Trial 04Missed 4 of 8 checks — cp4_mastercard_pct, deliverable_jira_ticket_filed and deliverable_slack_channel_exists and 1 more.
  • Trial 05Missed 7 of 8 checks — cp1_reg_bi_effective_year, cp2_reg_bi_broker_dealers_not_rias and cp3_reg_bi_higher_than_suitability and 4 more.
  • Trial 06Missed 4 of 8 checks — cp4_mastercard_pct, deliverable_jira_ticket_filed and deliverable_slack_channel_exists and 1 more.
  • Trial 07Missed 4 of 8 checks — cp4_mastercard_pct, deliverable_jira_ticket_filed and deliverable_slack_channel_exists and 1 more.
  • Trial 08Missed 4 of 8 checks — cp4_mastercard_pct, deliverable_jira_ticket_filed and deliverable_slack_channel_exists and 1 more.
  • Trial 09Missed 4 of 8 checks — cp4_mastercard_pct, deliverable_jira_ticket_filed and deliverable_slack_channel_exists and 1 more.
  • Trial 10Missed 1 of 8 checks — cp4_mastercard_pct.