Card network mix review + Reg BI confirmationsCompliance & Regulatory
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.
93%
GPT-5.5
88%
Claude Opus 4.8
74%
Gemini 3.1 Pro
54%
Gemini 3.5 Flash
Extended metrics
Median Time
Wall-clock minutes, median across trials. N = 10 trials per model.
9m
Gemini 3.5 Flash
3m
Gemini 3.1 Pro
1m
GPT-5.5
1m
Claude Opus 4.8
Tool Calls
Tool invocations, median across trials — counted from the trajectories. N = 10 trials per model.
31
Gemini 3.5 Flash
20
Gemini 3.1 Pro
18
GPT-5.5
12
Claude Opus 4.8
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.
| Verifier | GPT-5.5n=10 | Claude Opus 4.8n=10 | Gemini 3.1 Pron=10 | Gemini 3.5 Flashn=10 |
|---|---|---|---|---|
| checks (8) | ||||
| cp1_reg_bi_effective_year | 100% | 90% | 90% | 90% |
| cp2_reg_bi_broker_dealers_not_rias | 100% | 100% | 90% | 90% |
| cp3_reg_bi_higher_than_suitability | 100% | 100% | 90% | 90% |
| cp4_mastercard_pct | 60% | 10% | 0% | 0% |
| deliverable_jira_ticket_filed | 100% | 100% | 20% | 20% |
| deliverable_slack_channel_exists | 100% | 100% | 100% | 20% |
| deliverable_slack_message_posted | 100% | 100% | 100% | 20% |
| process_floor | 80% | 100% | 100% | 100% |
Failure modes on this task
33 tagged verifier failures, by the stage they were assigned to. Higher is worse.
| Failure stage | GPT-5.5 | Claude Opus 4.8 | Gemini 3.1 Pro | Gemini 3.5 Flash |
|---|---|---|---|---|
| Answer3 modes | 4 | 9 | 10 | 10 |