AutomationBench leaderboard
As of 9 Nov 2026, the top score on AutomationBench is 77.8% by Gemini 4 Carbon (Google), ahead of Gemini 4 Argon at 77.5%, across 254 model configurations with a published result (Artificial Analysis, result dated 28 Oct 2026). Office automation tasks run end to end. Scored on partial credit, so a model that gets most of a workflow right still registers. AutomationBench is shown for reference only and does not count toward the BenchLeader Index.
Key facts (as of 9 Nov 2026)
- Gemini 4 Carbon holds the top AutomationBench score at 77.8% (Artificial Analysis, 28 Oct 2026).
- Gemini 4 Argon is second on AutomationBench at 77.5% (Artificial Analysis, 30 Sep 2026).
- AutomationBench: Office automation tasks run end to end. Scored on partial credit, so a model that gets most of a workflow right still registers (Artificial Analysis).
- 254 model configurations have a published AutomationBench result on BenchLeader (BenchLeader, 9 Nov 2026).
- AutomationBench does not feed the BenchLeader Index; it is shown for reference (BenchLeader methodology).
Office automation tasks run end to end. Scored on partial credit, so a model that gets most of a workflow right still registers.
- Published by
- Artificial Analysis
- Category
- Agents & tools
- Index weight
- Reference only
- Models
- 254
- Data as of
- 9 Nov 2026
Source: Artificial Analysis (artificialanalysis.ai). Data taken from the public leaderboard.
- 1Gemini 4 Carbon (high)77.8%
- 2Gemini 4 Carbon (medium)77.6%
- 3Gemini 4 Argon (high)77.5%
- 4Claude Fable 5.2 (max)76.4%
- 5Claude Fable 5.2 (xhigh)74.2%
- 6Kimi K3.1 Pro73.3%
- 7MiniMax M3.1 Flash72.5%
- 8Claude Sonnet 5.5 (max)71.8%
- 9Claude Fable 5.2 (high)71.4%
- 10Muse Wonder Full (max)71.3%
- 11Claude Opus 5.5 (max)69.5%
- 12DeepSeek V4.1 Flash (max)68.9%
- 13Claude Fable 5.2 (medium)68.8%
- 14GPT-6 Astra (max)68.5%
- 15DeepSeek V4.1 Flash 1017 (high)68.5%
254 of 254
| # | ||||||
|---|---|---|---|---|---|---|
| 1 |  Gemini 4 Carbonhigh | 77.8% | 68.5 | $1.89 | 52k | 2026-10-28 |
| 2 | Gemini 4 Carbonmedium | 77.6% | 64.1 | $1.65 | 44k | 2026-10-28 |
| 3 | Gemini 4 Argonhigh | 77.5% | 65.7 | $1.22 | 33k | 2026-09-30 |
| 4 | New Claude Fable 5.2max | 76.4% | 69.4 | $4.45 | 69k | 2026-11-09 |
| 5 | NewClaude Fable 5.2xhigh | 74.2% | 68.7 | $2.27 | 32k | 2026-11-09 |
| 6 |  Kimi K3.1 Proopen ↗ | 73.3% | 61.2 | $0.829 | 37k | 2026-10-23 |
| 7 |  MiniMax M3.1 Flashopen ↗ | 72.5% | 53.9 | $0.066 | 56k | 2026-10-19 |
| 8 | Claude Sonnet 5.5max | 71.8% | 65.0 | $1.03 | 61k | 2026-09-28 |
| 9 | NewClaude Fable 5.2high | 71.4% | 68.9 | $1.69 | 22k | 2026-11-09 |
| 10 |  Muse Wonder Fullmax | 71.3% | 62.2 | – | 20k | 2026-10-12 |
| 11 | Claude Opus 5.5max | 69.5% | 68.9 | $1.43 | 41k | 2026-09-22 |
| 12 |  DeepSeek V4.1 Flashmaxopen ↗ | 68.9% | 58.9 | – | – | 2026-09-10 |
| 13 | NewClaude Fable 5.2medium | 68.8% | 66.3 | $1.33 | 17k | 2026-11-09 |
| 14 |  GPT-6 Astramax | 68.5% | 67.4 | $1.60 | 13k | 2026-09-03 |
| 15 | DeepSeek V4.1 Flash 1017highopen ↗ | 68.5% | 51.2 | $0.136 | 59k | 2026-10-17 |
| 16 | Muse Wondermax | 68.1% | 61.9 | $0.717 | 18k | 2026-10-12 |
| 17 | NewMuse Embermax | 68.1% | – | $0.018 | 19k | 2026-11-09 |
| 18 | NewClaude Fable 5.2low | 68.0% | 65.3 | $1.28 | 16k | 2026-11-09 |
| 19 |  Ling 3.1 Flashopen | 67.5% | 50.8 | $0.151 | 47k | 2026-10-22 |
| 20 | Muse Wonderhigh | 67.2% | 56.3 | $0.628 | 16k | 2026-10-12 |
| 21 | GPT-6 Astraxhigh | 67.2% | 66.2 | $1.41 | 10k | 2026-09-03 |
| 22 |  Grok 4.6xhigh | 67.0% | 57.6 | $0.656 | 19k | 2026-08-12 |
| 23 | NewMuse Emberxhigh | 66.7% | – | $0.016 | 17k | 2026-11-09 |
| 24 | Grok 4.6high | 66.7% | 60.5 | – | – | 2026-08-12 |
| 25 | DeepSeek V4.1 Flash 1017maxopen ↗ | 66.6% | 58.9 | $0.174 | 63k | 2026-10-17 |
| 26 | GPT-6 Astrahigh | 66.6% | 66.5 | $1.30 | 9k | 2026-09-03 |
| 27 | GPT-6.1 Solxhigh | 66.6% | 63.8 | $0.251 | 11k | 2026-09-29 |
| 28 |  Hy4open ↗ | 65.6% | 55.3 | $0.253 | 37k | 2026-11-03 |
| 29 | Grok 4.7xhigh | 65.6% | 58.1 | $0.955 | 32k | 2026-09-21 |
| 30 | Claude Sonnet 5.5xhigh | 65.5% | 62.7 | $0.422 | 21k | 2026-09-28 |
| 31 | Claude Opus 5.5xhigh | 65.0% | 65.5 | $0.878 | 22k | 2026-09-22 |
| 32 | GPT-6.1 Solmax | 64.9% | 67.0 | $0.297 | 14k | 2026-09-29 |
| 33 | GPT-6 Astramedium | 64.6% | 64.5 | $1.18 | 8k | 2026-09-03 |
| 34 | GPT-6.1 Solhigh | 64.5% | 63.5 | $0.226 | 9k | 2026-09-29 |
| 35 |  MiMo-V2.6-Flashopen ↗ | 64.0% | 54.9 | $0.017 | 23k | 2026-09-21 |
| 36 | Grok 4.7high | 63.5% | 57.0 | $0.850 | 29k | 2026-09-21 |
| 37 | Gemini 4 Carbonlow | 63.5% | – | $0.898 | 14k | 2026-10-28 |
| 38 | Claude Opus 5.5high | 63.2% | 65.4 | $0.699 | 17k | 2026-09-22 |
| 39 | Grok 4.6medium | 63.1% | 59.5 | – | – | 2026-08-12 |
| 40 | GPT-6.1 Solmedium | 62.6% | 62.9 | $0.196 | 7k | 2026-09-29 |
| 41 |  GLM 5.3maxopen ↗ | 62.2% | 58.9 | $0.460 | 28k | 2026-08-18 |
| 42 | Gemini 3.7 Flashhigh | 62.0% | 62.2 | – | – | 2026-08-13 |
| 43 | GPT-6 Solxhigh | 61.7% | 58.6 | – | – | 2026-09-22 |
| 44 | GPT-6 Solmax | 61.6% | 62.9 | $0.358 | 14k | 2026-09-22 |
| 45 | Claude Opus 5.5medium | 61.2% | 61.5 | $0.638 | 15k | 2026-09-22 |
| 46 | Gemini 3.8 Flashmedium | 60.9% | 60.3 | $0.761 | 38k | 2026-09-02 |
| 47 | GLM 5.3 Flashopen ↗ | 60.4% | 56.8 | $0.032 | 20k | 2026-08-26 |
| 48 | GPT-6.1 Terramax | 60.2% | 65.0 | $0.185 | 16k | 2026-10-26 |
| 49 | GPT-6 Solhigh | 60.1% | 58.2 | – | – | 2026-09-22 |
| 50 | GPT-5.6 Solmax | 60.1% | 65.4 | – | – | 2026-07-09 |
| 51 | Gemini 3.8 Flashhigh | 59.9% | 61.8 | $0.903 | 46k | 2026-09-02 |
| 52 | GPT-6.1 Terraxhigh | 59.9% | 60.1 | $0.128 | 10k | 2026-10-26 |
| 53 |  Mistral Large 4open ↗ | 59.9% | 52.2 | $0.286 | 29k | 2026-10-06 |
| 54 | GPT-5.6 Terramax | 59.6% | 60.5 | $0.730 | 21k | 2026-07-09 |
| 55 | Claude Sonnet 5.5high | 59.4% | 58.0 | $0.313 | 15k | 2026-09-28 |
| 56 | Claude Fable 5.1max | 59.4% | 66.9 | $2.59 | 31k | 2026-09-01 |
| 57 | GPT-6 Astralow | 59.1% | 62.2 | $0.999 | 6k | 2026-09-03 |
| 58 | MiMo-V2.6-Proopen ↗ | 58.6% | 57.1 | $0.042 | 21k | 2026-09-21 |
| 59 | GPT-6.1 Terrahigh | 58.5% | 59.7 | $0.108 | 9k | 2026-10-26 |
| 60 | Kimi K3maxopen ↗ | 58.3% | 62.0 | – | – | 2026-07-16 |
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Cite as: BenchLeader, “AutomationBench leaderboard”, data as of 9 Nov 2026, https://www.benchleader.com/benchmarks/aa_automationbench.
AutomationBench: questions
- What does AutomationBench measure?
- Office automation tasks run end to end. Scored on partial credit, so a model that gets most of a workflow right still registers. Scores are reported in percent of tasks solved; higher is better.
- What is the top score on AutomationBench?
- As of 9 Nov 2026, the highest score on AutomationBench is 77.8% by Gemini 4 Carbon (result dated 28 Oct 2026), ahead of Gemini 4 Argon at 77.5%. Scores come from Artificial Analysis and are re-read daily.
- Which AI model leads AutomationBench?
- Gemini 4 Carbon leads AutomationBench with 77.8% as of 9 Nov 2026 (result dated 28 Oct 2026), ahead of Gemini 4 Argon at 77.5%.
- How many models have AutomationBench results?
- 254 model configurations have a AutomationBench result on BenchLeader, all taken from Artificial Analysis.
- Who runs AutomationBench and how often is it updated?
- AutomationBench is published by Artificial Analysis. BenchLeader re-reads the published results once a day and records the date each result was published.
- Does AutomationBench count toward the BenchLeader Index?
- No. AutomationBench is shown for reference but left out of the composite index.