BlogLLM Benchmark Scores as Published, Side by Side
AutomationBench: Results as Published
Every result the catalog holds for AutomationBench: 50 models from 13 developers, read from 28 pages. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.
Area Knowledge WorkMaintainer ZapierIntroduced 2026Data version 2026103001, as of 2026-10-30
AutomationBench tests whether AI agents can carry out business workflows that span several software applications, such as a CRM, an inbox, a calendar and a messaging tool, through their REST APIs. The agent has to find the right endpoints on its own, follow layered business rules, and ignore misleading records along the way. Grading is programmatic: the final state of the simulated systems is checked against success criteria, so a run is judged on the end result.
AutomationBench
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-6 SolOpenAI, released 2026-09-22 | 33.2% | OpenAI, Introducing GPT-6 Sol and GPT-6 Lunachecked 2026-10-19; printed on 1 more page | Effort: xhigh |
| GPT-6 AstraOpenAI, released 2026-09-03 | 41.4% | OpenAI, GPT-6 Astrachecked 2026-10-14; printed on 7 more pages | - |
| GPT-5.6 LunaOpenAI, released 2026-07-09 | 14.9% | OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15; printed on 1 more page | - |
| GPT-5.6 SolOpenAI, released 2026-07-09 | 18.1% | OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15; printed on 12 more pages | - |
| GPT-5.6 TerraOpenAI, released 2026-07-09 | 15.2% | OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15; printed on 3 more pages | - |
| GPT-5.5OpenAI, released 2026-04-23 | 12.9% | OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15; printed on 2 more pages | - |
| Claude Sonnet 5.5Anthropic, released 2026-09-28 | 44.7% | Anthropic, Claude Sonnet 5.5 System Cardchecked 2026-10-19 | Effort: max; Fallback: API default fallbacks enabled |
| 44.7% | Anthropic, Claude Sonnet 5.5 System Cardchecked 2026-10-19 | Effort: max | |
| Claude Opus 5.5Anthropic, released 2026-09-22 | 40% | Anthropic, Claude Opus 5.5checked 2026-10-14; printed on 6 more pages | - |
| Claude Fable 5.1Anthropic, released 2026-09-01 | 31.4% | Anthropic, Claude Fable 5.1 and Mythos 5.1checked 2026-10-15; printed on 9 more pages | - |
| Claude Opus 5Anthropic, released 2026-07-24 | 26% | Anthropic, Claude Opus 5checked 2026-10-15; printed on 10 more pages | - |
| Claude Sonnet 5Anthropic, released 2026-06-30 | 10.7% | Anthropic, Claude Sonnet 5.5 System Cardchecked 2026-10-19; printed on 2 more pages | - |
| Claude Fable 5Anthropic, released 2026-06-09 | 17.1% | Anthropic, Claude Fable 5.1 and Mythos 5.1checked 2026-10-15; printed on 9 more pages | - |
| Claude Mythos 5Anthropic, released 2026-06-09 | 17.4% | Anthropic, Claude Fable 5 and Claude Mythos 5checked 2026-10-15 | - |
| Claude Opus 4.8Anthropic, released 2026-05-28 | 15.5% | Anthropic, Claude Fable 5 and Claude Mythos 5checked 2026-10-15; printed on 8 more pages | - |
| Gemini 4 CarbonGoogle, released 2026-10-28 | 53.9% | Google, Gemini 4 Carbonchecked 2026-10-29 | - |
| Gemini 4 ArgonGoogle, released 2026-09-30 | 51.3% | Google, Gemini 4 Argonchecked 2026-10-29; printed on 1 more page | - |
| Gemini 3.7 FlashGoogle, released 2026-08-13 | 30.4% | Google, Gemini 3.7 Flash model cardchecked 2026-10-15; printed on 1 more page | - |
| Gemini 3.6 FlashGoogle, released 2026-07-21 | 17% | Google, Gemini 3.7 Flash model cardchecked 2026-10-15 | - |
| Gemini 3.5 FlashGoogle, released 2026-05-19 | 14.5% | OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15 | - |
| Gemini 3.1 Pro PreviewGoogle, released 2026-02-19 | 9.6% | Anthropic, Claude Fable 5 and Claude Mythos 5checked 2026-10-15 | - |
| Muse WonderMeta, released 2026-10-12 | 39.1% | Meta, Meta Muse Wonder model cardchecked 2026-10-19 | Effort: max |
| Muse Wonder FullMeta, released 2026-10-12 | 45.4% | Meta, Meta Muse Wonder model cardchecked 2026-10-19 | Effort: max |
| DeepSeek-V4.1-Flash-1017DeepSeek, released 2026-10-17 | 60.5% | DeepSeek, DeepSeek-V4.1-Flash-1017 model cardchecked 2026-10-18; printed on 2 more pages | Dataset revision: v1.0.6 (printed in the label) |
| DeepSeek-V4.1-FlashDeepSeek, released 2026-09-10 | 54.8% | DeepSeek, DeepSeek-V4.1-Flash model cardchecked 2026-10-15; printed on 2 more pages | Effort: max; Harness: official scaffold |
| DeepSeek-V4-Flash (Preview)DeepSeek, released 2026-04-24 | 10.8% | DeepSeek, DeepSeek-V4-Flash-0731 model cardchecked 2026-10-15; printed on 1 more page | - |
| DeepSeek-V4-Pro (Preview)DeepSeek, released 2026-04-24 | 12.8% | DeepSeek, DeepSeek-V4-Flash-0731 model cardchecked 2026-10-15; printed on 1 more page | - |
| DeepSeek-V4-Flash-0731DeepSeek | 25.1% | DeepSeek, DeepSeek-V4-Flash-0731 model cardchecked 2026-10-15; printed on 3 more pages | - |
| DeepSeek-V4-Pro-0813DeepSeek | 31.8% | DeepSeek, DeepSeek-V4-Pro-0813 model cardchecked 2026-10-15; printed on 3 more pages | - |
| DeepSeek-V4-Vision-ExpDeepSeek | 38.8% | Z.ai, Z.ai GLM-5.3-Flash model cardchecked 2026-10-15 | - |
| Qwen3.8-MaxAlibaba, released 2026-08-03 | 27.3% | Alibaba, Qwen3.8-Max comparisonchecked 2026-10-14; printed on 1 more page | - |
| Qwen3.5-122B-A10BAlibaba, released 2026-02-24 | 27.25% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Qwen3.7-MaxAlibaba | 14.2% | Alibaba, Qwen3.8-Max comparisonchecked 2026-10-14 | - |
| Qwen3.8-2.4T-A95BAlibaba | 57.2% | Mistral AI, Mistral Large 4 (preview)checked 2026-10-15 | - |
| Qwen3.8-Flash-NextAlibaba | 72.06% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Kimi K3.1 ProMoonshot AI, released 2026-10-23 | 73.3% | Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24 | Effort: max |
| Kimi K3Moonshot AI, released 2026-07-16 | 30.8% | Moonshot AI, Kimi K3 model cardchecked 2026-10-15; printed on 6 more pages | Effort: max |
| GLM-5.3-FlashZ.ai, released 2026-08-26 | 48.8% | Z.ai, Z.ai GLM-5.3-Flash model cardchecked 2026-10-15; printed on 1 more page | Effort: max |
| GLM-5.3Z.ai, released 2026-08-18 | 48.2% | Z.ai, GLM-5.3 model cardchecked 2026-10-15; printed on 5 more pages | Effort: max |
| GLM-5.2Z.ai, released 2026-06-16 | 26.2% | Z.ai, GLM-5.3 model cardchecked 2026-10-15; printed on 6 more pages | - |
| Mistral Large 4 (preview)Mistral AI, released 2026-10-06 | 59.9% | Mistral AI, Mistral Large 4 (preview)checked 2026-10-15 | - |
| Mistral Medium 3.5Mistral AI, released 2026-05-22 | 6.3% | Mistral AI, Mistral Large 4 (preview)checked 2026-10-15 | - |
| MiniMax-M3.1-FlashMiniMax, released 2026-10-19 | 62.8% | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25 | Dataset revision: v1.0.6 |
| MiniMax M3MiniMax, released 2026-06-01 | 20.5% | IFM, IFM K2-Horizon-375B-A23B model cardchecked 2026-10-15 | - |
| Nemotron 3.5 Super VL 120B-A12BNVIDIA, released 2026-10-15 | 32.44% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Nemotron 3 UltraNVIDIA, released 2026-06-04 | 23.28% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19; printed on 1 more page | - |
| MiMo-V2.6-FlashXiaomi, released 2026-09-21 | 52.3% | Xiaomi, Xiaomi MiMo-V2.6-Pro-RL model cardchecked 2026-10-19 | - |
| MiMo-V2.6-ProXiaomi, released 2026-09-21 | 53.1% | Xiaomi, Xiaomi MiMo-V2.6-Pro-RL model cardchecked 2026-10-19 | - |
| MiMo-V2.5-ProXiaomi, released 2026-04-27 | 16% | Xiaomi, Xiaomi MiMo-V2.6-Pro-RL model cardchecked 2026-10-19 | - |
| InklingThinking Machines, released 2026-07-14 | 12.8% | IFM, IFM K2-Horizon-375B-A23B model cardchecked 2026-10-15 | Effort: xhigh |
| Inkling-SmallThinking Machines | 32.83% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
AutomationBench (cost per task)
lower is better
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-6 SolOpenAI, released 2026-09-22 | $0.27 | OpenAI, Introducing GPT-6 Sol and GPT-6 Lunachecked 2026-10-19 | - |
Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.