UnifyBench

RankingAutomationBench-AA

AutomationBench-AA

Data updated 31 Oct 2026

Bucket
Supporting evidence
Unit
percent
Direction
Higher is better
Version
aa-score
Display harness
Artificial Analysis AutomationBench-AA
Board
https://artificialanalysis.ai/evaluations/automationbench-aa

AutomationBench-AA score: share of task objectives completed with no guardrail violation, on Artificial Analysis's private 657-task holdout. This is not Zapier's tasks-completed rate. The effort dataset already includes this evaluation in the agentic family under the existing equal-family budget. These rows are the board, not a second weight.

Compare published benchmark results with category weights →

Models

Results are ordered by score in the display harness, followed by models with no result. Other harnesses are listed separately below. Missing results remain unknown.

26–50 of 471 entries

ModelScoreEvidenceSource-recorded date
Claude Opus 4.8Anthropic45.59343691527719%official board2026-10-30
Agnes 2.5 Pro AlphaAgnes AI38.43295195770323%official board2026-09-23
Claude Sonnet 5Anthropic36.51267571703639%official board2026-10-30
Gemini 3.1 ProGoogle35.427718398098364%official board2026-10-30
Claude Haiku 5.5Anthropic35.411015132783625%official board2026-10-30
Gemini 3.5 Flash-LiteGoogle25.011270511840955%official board2026-10-30
Solar Mini 4Upstage22.252425682190992%official board2026-10-30
MiniMax-M3MiniMax21.25125760074941%official board2026-10-30
MiMo-V2.5Xiaomi18.42951233004315%official board2026-10-30
Hy3Tencent18.409128371172397%official board2026-10-30
MiMo-V2.5-ProXiaomi13.703616508004313%official board2026-10-01
Solar Pro 4Upstage13.59339457640078%official board2026-10-30
Gemini 3.1 Flash-LiteGoogle6.796182033119545%official board2026-10-30
GPT-5 MiniOpenAI6.487466331916088%official board2026-10-30
Mistral Medium 3.5Mistral6.299648656993127%official board2026-10-30
MiniMax-M2.7MiniMax4.435290250372898%official board2026-10-30
Mistral Medium 3.1Mistral4.146227762526245%official board2026-10-30
Devstral 2Mistral3.106312467124685%official board2026-10-30
Devstral Small 2Mistral3.0901842411547693%official board2026-10-30
NVIDIA Nemotron 3 UltraNVIDIA2.986349541593992%official board2026-10-30
Gemini 2.5 ProGoogle2.174946419340874%official board2026-10-30
MiniCPM5-2BOpenBMB1.8006007862431708%official board2026-10-30
Mistral Large 3Mistral1.4974701708193463%official board2026-10-30
Qwen3-Coder-NextQwen1.0593550691766298%official board2026-10-30
Mistral Small 4Mistral0.9635410038882158%official board2026-10-30