CompanyBench

CX outbound-wire reconcilePayments & Transfers

4 verifiers

EnvironmentsEmailFreshdeskSlack

TaxonomyPayments & TransfersPayments & Transfers

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

85%

All trials

Across 10 trials on this task, reward ran from 75% to 100% — 8 of 10 cleared every check.

  • 3.4 / 4avg checks passed
  • 11avg turns
  • 26avg tool calls
  • 2mavg time

Summary · GPT-5.5

GPT-5.5 passed 8 of 10 trials. Failures cluster on process_floor (4/10 trials).

Common pattern

All 2 unsuccessful trials broke on exactly the same verifiers — cp2_cx_squad_wire_mentions failed in every one, and nothing else did. That is one reproducible defect, not variance.

Why they broke

Most of GPT-5.5's failures on this task were classified as Wrong answer — 2 verifiers across 2 of 10 trials.

Per-trial notes

  • Trial 01Passed every verifier it was graded on.
  • Trial 02Missed 1 of 4 checks — cp2_cx_squad_wire_mentions.
  • Trial 03Missed 1 of 4 checks — process_floor.
  • Trial 04Missed 1 of 4 checks — process_floor.
  • Trial 05Passed every verifier it was graded on.
  • Trial 06Missed 1 of 4 checks — cp2_cx_squad_wire_mentions.
  • Trial 07Missed 1 of 4 checks — process_floor.
  • Trial 08Passed every verifier it was graded on.
  • Trial 09Passed every verifier it was graded on.
  • Trial 10Missed 1 of 4 checks — process_floor.

Claude Opus 4.8

Mean reward

82.5%

All trials

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

  • 3.3 / 4avg checks passed
  • 22avg turns
  • 71avg tool calls
  • 4mavg time

Summary · Claude Opus 4.8

Claude Opus 4.8 cleared every check in all 10 trials.

Common pattern

Every trial cleared the core tier, so there is no failure pattern to read.

Per-trial notes

  • Trial 01Missed 1 of 4 checks — process_floor.
  • Trial 02Missed 1 of 4 checks — process_floor.
  • Trial 03Missed 1 of 4 checks — process_floor.
  • Trial 04Passed every verifier it was graded on.
  • Trial 05Passed every verifier it was graded on.
  • Trial 06Missed 1 of 4 checks — process_floor.
  • Trial 07Missed 1 of 4 checks — process_floor.
  • Trial 08Missed 1 of 4 checks — process_floor.
  • Trial 09Missed 1 of 4 checks — process_floor.
  • Trial 10Passed every verifier it was graded on.

Gemini 3.1 Pro

Mean reward

47.5%

All trials

Across 10 trials on this task, reward ran from 25% to 75% — 4 of 10 cleared every check.

  • 1.9 / 4avg checks passed
  • 12avg turns
  • 12avg tool calls
  • 1mavg time

Summary · Gemini 3.1 Pro

Gemini 3.1 Pro passed 4 of 10 trials. Failures cluster on process_floor (10/10 trials).

Common pattern

cp2_cx_squad_wire_mentions and process_floor 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 3.1 Pro's failures on this task were classified as Wrong answer — 6 verifiers across 6 of 10 trials.

Per-trial notes

  • Trial 01Missed 1 of 4 checks — process_floor.
  • Trial 02Missed 3 of 4 checks — cp1_outbound_wire_notifications, cp2_cx_squad_wire_mentions and process_floor.
  • Trial 03Missed 3 of 4 checks — cp1_outbound_wire_notifications, cp2_cx_squad_wire_mentions and process_floor.
  • Trial 04Missed 3 of 4 checks — cp1_outbound_wire_notifications, cp2_cx_squad_wire_mentions and process_floor.
  • Trial 05Missed 3 of 4 checks — cp1_outbound_wire_notifications, cp2_cx_squad_wire_mentions and process_floor.
  • Trial 06Missed 3 of 4 checks — cp1_outbound_wire_notifications, cp2_cx_squad_wire_mentions and process_floor.
  • Trial 07Missed 1 of 4 checks — process_floor.
  • Trial 08Missed 2 of 4 checks — cp2_cx_squad_wire_mentions and process_floor.
  • Trial 09Missed 1 of 4 checks — process_floor.
  • Trial 10Missed 1 of 4 checks — process_floor.

Gemini 3.5 Flash

Mean reward

42.5%

All trials

Across 10 trials on this task, reward ran from 0% to 75% — 0 of 10 cleared every check.

  • 1.7 / 4avg checks passed
  • 39avg turns
  • 49avg tool calls
  • 15mavg time

Summary · Gemini 3.5 Flash

Gemini 3.5 Flash passed none of its 10 trials. Failures cluster on cp2_cx_squad_wire_mentions (10/10 trials).

Common pattern

cp2_cx_squad_wire_mentions failed in every unsuccessful trial; what else broke varies across the other 3 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 — 10 verifiers across 10 of 10 trials.

Per-trial notes

  • Trial 01Missed 1 of 4 checks — cp2_cx_squad_wire_mentions.
  • Trial 02Missed 4 of 4 checks — cp1_outbound_wire_notifications, cp2_cx_squad_wire_mentions and deliverable_freshdesk_ticket and 1 more.
  • Trial 03Missed 4 of 4 checks — cp1_outbound_wire_notifications, cp2_cx_squad_wire_mentions and deliverable_freshdesk_ticket and 1 more.
  • Trial 04Missed 2 of 4 checks — cp1_outbound_wire_notifications and cp2_cx_squad_wire_mentions.
  • Trial 05Missed 1 of 4 checks — cp2_cx_squad_wire_mentions.
  • Trial 06Missed 1 of 4 checks — cp2_cx_squad_wire_mentions.
  • Trial 07Missed 1 of 4 checks — cp2_cx_squad_wire_mentions.
  • Trial 08Missed 4 of 4 checks — cp1_outbound_wire_notifications, cp2_cx_squad_wire_mentions and deliverable_freshdesk_ticket and 1 more.
  • Trial 09Missed 1 of 4 checks — cp2_cx_squad_wire_mentions.
  • Trial 10Missed 4 of 4 checks — cp1_outbound_wire_notifications, cp2_cx_squad_wire_mentions and deliverable_freshdesk_ticket and 1 more.