Frontier Log

Benchmark · Active

AutomationBench 1.0.6

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

020406080Jul 2026Oct 202661.2%MiniMax M3.1 Flash60.5%DeepSeek-V4.1-Flash-101732.1%Hy4 preview48.8%GLM-5.3-Flash48.2%GLM-5.316.1%Hy326.2%GLM-5.2020406080Jul 2026Oct 202661.2%MiniMax M3.1 Flash32.1%Hy4 preview48.8%GLM-5.3-Flash48.2%GLM-5.316.1%Hy3

Results

ModelScoreSource
MiniMax M3.1 Flash19 Oct 2026 · MiniMax61.2%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.xhigh effort; AutomationBench v1.0.6; Claude Code harnessSource image
MiniMax M3.1 Flash19 Oct 2026 · MiniMax52.8%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.low effort; AutomationBench v1.0.6; Claude Code harness; another report, not chartedSource image
MiniMax M3.1 Flash19 Oct 2026 · MiniMax57.7%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.medium effort; AutomationBench v1.0.6; Claude Code harness; another report, not chartedSource image
MiniMax M3.1 Flash19 Oct 2026 · MiniMax59.2%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.high effort; AutomationBench v1.0.6; Claude Code harness; another report, not chartedSource image
DeepSeek-V4.1-Flash-101717 Oct 2026 · DeepSeek60.5%DeepSeek-V4.1-Flash-1017: Wish-Driven Programming Made RealCorroborated The same number is printed in 1 other lab document: 1AutomationBench v1.0.6Source image
GLM-5.3-Flash26 Aug 2026 · Z.ai48.8%GLM-5.3-Flash: Frontier Intelligence, Flash CostCorroborated The same number is printed in 3 other lab documents: 1 2 3AutomationBench v1.0.6 with a fix for null-type handlingOur capture
GLM-5.314 Aug 2026 · Z.ai48.2%GLM-5.3: Frontier Coding with Emergent Cyber CapabilitiesChecked A person checked this number against its source on 19 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.AutomationBench v1.0.6 with a fix for null-type handlingOur capture
Hy4 preview28 Aug 2026 · Tencent32.1%Introducing Hy4 previewChecked 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.AutomationBench v1.0.6Source image
GLM-5.216 Jun 2026 · Z.ai26.2%GLM-5.3: Frontier Coding with Emergent Cyber CapabilitiesChecked A person checked this number against its source on 19 Oct 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.AutomationBench v1.0.6; reported laterOur capture
Hy36 Jul 2026 · Tencent16.1%Introducing Hy4 previewChecked A person checked this number against its source on 7 Nov 2026. This confirms the number matches what the lab published. It doesn't confirm that the score was reproduced.AutomationBench v1.0.6; highest reasoning setting; reported laterSource image

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