AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

Model reports

AutomationBench

Published by Zapier over its own automation surface, and cards report different task subsets of it.

Evaluation context and evidence

Source
Model reports
Publisher
Not recorded
Benchmark release
2026-03-10
Collected
Not recorded
Modality
Not recorded

These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.

Original sources

Reported results 5

Shown in source observation order, not ranked. Dates retain the precision provided by the source.

ModelValueUnitProtocolReported date and basisSource
Claude Opus 526.0percentmax effort, private held-out eval set2026-07-24 · document_publicationClaude Opus 5
DeepSeek-V4-Pro-081331.8percentmax reasoning effort, temp 1.0, top_p 0.952026-08-13 · document_publicationDeepSeek-V4-Pro-0813
Kimi K330.8percentreasoning=max2026-06-13 · document_publicationKimi K3
Hy4 preview32.1percentAutomationBench v1.0.6, as reported2026-08-28 · document_publicationHy4 preview
GLM-5.3-Flash48.8percentAutomationBench v1.0.6, with null-type handling fix (PR2026-08-27 · document_publicationGLM-5.3-Flash