Foreign transaction fee revenue closeoutRevenue & Fees
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.
82%
GPT-5.5
78%
Claude Opus 4.8
60%
Gemini 3.1 Pro
12%
Gemini 3.5 Flash
Extended metrics
Median Time
Wall-clock minutes, median across trials. N = 10 trials per model.
6m
Gemini 3.5 Flash
1m
Gemini 3.1 Pro
1m
Claude Opus 4.8
1m
GPT-5.5
Tool Calls
Tool invocations, median across trials — counted from the trajectories. N = 10 trials per model.
33
Gemini 3.5 Flash
13
GPT-5.5
11
Gemini 3.1 Pro
8
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 (6) | ||||
| deliverable_slack_channel_exists | 100% | 100% | 100% | 0% |
| deliverable_slack_message_posted | 100% | 100% | 100% | 0% |
| gold_net_foreign_tx_fee_collected | 100% | 80% | 0% | 10% |
| scopes_status_netting_and_excludes_atm | 10% | 10% | 0% | 0% |
| uses_collected_not_scheduled | 100% | 100% | 100% | 50% |
| process_floor | 100% | 100% | 100% | 100% |
Failure modes on this task
38 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 |
|---|---|---|---|---|
| Answer2 modes | 9 | 9 | 10 | 10 |