Benchmarks · agentic
APEX-Agents-AA
APEX-Agents-AA: long-horizon professional-services agent tasks; pass rate.
24 models · 24 results · data as of 2026-11-06 · artificialanalysis.ai ↗
Leaderboard
Gemini 3.5 Flash high
More from this benchmark
3 published measuresScore vs any published measure3 measures: sub-scores, splits, counts
12 more models under All models in settings.
Breakdown
darker is better within each column · click a column to sort| Model | |||
|---|---|---|---|
| Gemini 3.5 Flash high | 1,148,898,405 | 9,203,624 | 13,058,455 |
| Kimi K3 max | 279,424,618 | 2,689,185 | 6,196,153 |
| GPT-5.6 Terra max | 433,643,836 | 2,907,783 | 4,911,382 |
| GPT-5.5 xhigh | 252,687,804 | 2,267,228 | 2,495,886 |
| GPT-5.6 Luna max | 503,230,610 | 3,004,789 | 4,463,083 |
| GLM 5.2 max | 416,930,057 | 4,394,399 | 26,006,369 |
| GPT-5.4 xhigh | 351,072,983 | 2,845,641 | 12,614,930 |
| Gemini 3.1 Pro | 353,943,829 | 1,990,006 | 4,474,213 |
| Kimi K2.6 | 762,518,111 | 6,045,625 | 7,736,074 |
| GPT-5.4 Mini xhigh | 382,648,221 | 2,675,988 | 34,091,237 |
| Gemini 3 Flash | 1,508,571,889 | 2,341,192 | 9,216,933 |
| GPT-5.4 Nano xhigh | 1,360,318,828 | 4,418,068 | 107,247,662 |
| DeepSeek V4 Pro 0424 max | 605,993,824 | 5,211,273 | 4,596,648 |
| Qwen 3.7 Plus | 272,042,704 | 3,690,984 | 6,903,348 |
| Grok 4.3 high | 284,663,761 | 1,288,051 | 3,157,470 |
| Qwen 3.5 397B-A17B | 317,868,020 | 4,563,624 | 533,914 |
| GLM 5 | 486,704,512 | 3,033,970 | 3,091,817 |
| Gemini 3.1 Flash-Lite high | 769,177,047 | 1,327,205 | 2,052,691 |
| Kimi K2.5 | 239,659,057 | 2,764,061 | 1,695,232 |
| MiniMax M2.7 | 416,213,643 | 3,873,551 | 4,301,920 |
| gpt-oss-120b high | 546,855,639 | 5,149,676 | 6,377,259 |
| MiMo V2.5 Pro | 2,247,579,005 | 3,970,256 | 24,403,071 |
| gpt-oss-20b high | 55,761,208 | 788,351 | 4,073,223 |
All results
24 rows| # | Model | Effort | APEX-Agents-AA |
|---|---|---|---|
| 1 | Gemini 3.5 Flash | high | 47.1% |
| 2 | Kimi K3 | max | 41.3% |
| 3 | GPT-5.6 Terra | max | 38.9% |
| 4 | GPT-5.5 | xhigh | 37.7% |
| 5 | GPT-5.6 Luna | max | 35.8% |
| 6 | GLM 5.2 | max | 33.7% |
| 7 | GPT-5.4 | xhigh | 33.3% |
| 8 | Gemini 3.1 Pro | 32.0% | |
| 9 | Kimi K2.6 | 28.5% | |
| 10 | GPT-5.4 Mini | xhigh | 28.2% |
| 11 | Gemini 3 Flash | 27.7% | |
| 12 | Ling 3.0 Flash Fin | 27.4% | |
| 13 | GPT-5.4 Nano | xhigh | 24.9% |
| 14 | DeepSeek V4 Pro 0424 | max | 24.3% |
| 15 | Qwen 3.7 Plus | 22.4% | |
| 16 | Grok 4.3 | high | 17.0% |
| 17 | Qwen 3.5 397B-A17B | 15.3% | |
| 18 | GLM 5 | 14.5% | |
| 19 | Gemini 3.1 Flash-Lite | high | 12.2% |
| 20 | Kimi K2.5 | 11.5% | |
| 21 | MiniMax M2.7 | 10.6% | |
| 22 | gpt-oss-120b | high | 3.1% |
| 23 | MiMo V2.5 Pro | 2.4% | |
| 24 | gpt-oss-20b | high | 0.7% |