Automation disbursement economicsPayments & Transfers
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.
90%
Claude Opus 4.8
70%
GPT-5.5
70%
Gemini 3.1 Pro
43%
Gemini 3.5 Flash
Extended metrics
Median Time
Wall-clock minutes, median across trials. N = 10 trials per model.
41m
Gemini 3.5 Flash
2m
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.
75
Gemini 3.5 Flash
16
Gemini 3.1 Pro
10
GPT-5.5
5
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 (3) | ||||
| cp1_automation_goal_billreserve_credit_count | 60% | 100% | 90% | 20% |
| cp2_total_automation_goal_billreserve_credited_usd | 60% | 70% | 20% | 10% |
| process_floor | 90% | 100% | 100% | 100% |