Billing Write-Off Pack + ACATS Transfer Compliance — Jira + Confluence + SQL + SlackCompliance & 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.
89%
GPT-5.5
86%
Gemini 3.1 Pro
61%
Claude Opus 4.8
0%
Gemini 3.5 Flash
Extended metrics
Median Time
Wall-clock minutes, median across trials. N = 10 trials per model.
11m
Gemini 3.1 Pro
5m
Claude Opus 4.8
4m
GPT-5.5
4m
Gemini 3.5 Flash
Tool Calls
Tool invocations, median across trials — counted from the trajectories. N = 10 trials per model.
80
Gemini 3.1 Pro
71
GPT-5.5
55
Claude Opus 4.8
21
Gemini 3.5 Flash
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 (13) | ||||
| deliverable_slack_channel_exists | 100% | 100% | 100% | 0% |
| slack_value_billing_trigger_key | 90% | 30% | 80% | 0% |
| slack_value_billing_trigger_status | 90% | 30% | 80% | 0% |
| slack_value_forwarding_days | 50% | 0% | 0% | 0% |
| slack_value_grace_breach_count | 80% | 50% | 100% | 0% |
| slack_value_grace_breach_share | 80% | 50% | 100% | 0% |
| slack_value_grace_days | 100% | 50% | 100% | 0% |
| slack_value_pin_pct | 100% | 100% | 100% | 0% |
| slack_value_total_writeoff | 100% | 100% | 100% | 0% |
| slack_value_writeoff_state | 100% | 100% | 100% | 0% |
| floor_source_and_sql | 0% | 0% | 0% | 0% |
| floor_write_back | 100% | 100% | 100% | 0% |
| process_floor | 100% | 100% | 100% | 60% |
Failure modes on this task
37 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 |
|---|---|---|---|---|
| Answer1 mode | 7 | 10 | 10 | 10 |