Frontier Log

Benchmark · Active

AutomationBench 1.0.6

Created by Zapier, 31 Jul 2026 · Higher is better · Website

020406080Oct 202662.8%MiniMax M3.1 Flash56.2%Hy451.8%LongCat-2.554.8%DeepSeek-V4.1-Flash36.3%Hy4 preview020406080Oct 202662.8%MiniMax M3.1 Flash56.2%Hy451.8%LongCat-2.536.3%Hy4 preview

Results

ModelScoreSource
MiniMax M3.1 Flash19 Oct 2026 · MiniMax62.8%MiniMax M3.1 Flash: Redefining Agent Performance and CostChecked A person checked this number against its source on 26 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.AutomationBench v1.0.6Source image
Hy44 Nov 2026 · Tencent56.2%Introducing Hy4Checked A person checked this number against its source on 5 Nov 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.AutomationBench v1.0.6; official method; highest reasoning settingSource image
DeepSeek-V4.1-Flash10 Sep 2026 · DeepSeek54.8%DeepSeek-V4.1-Flash: Smarter, Faster, More EfficientCorroborated The same number is printed in 2 other lab documents: 1 2v1.0.6; set named in the technical report the post links, which prints the same figureSource image
LongCat-2.51 Nov 2026 · Meituan51.8%LongCat-2.5: Native Multimodality for Agentic TasksChecked A person checked this number against its source on 2 Nov 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.v1.0.6; official evaluation codeOur capture
Hy4 preview28 Aug 2026 · Tencent36.3%Introducing Hy4Checked A person checked this number against its source on 8 Nov 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.re-evaluated at Hy4 launch; AutomationBench v1.0.6; official method; reported laterSource image

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