RankingAutomationBench-AA

AutomationBench-AA

Data updated 23 Sept 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.

426–450 of 455 entries

ModelScoreEvidenceSource-recorded date
Seed 2.1 ProByteDance
Seed 2.1 TurboByteDance
Seed CharacterByteDance
Seed Coder 8B InstructByteDance
Seed Coder 8B ReasoningByteDance
Seed EvolvingByteDance
Seed OSS 36B InstructByteDance
SOLAR 10.7B Instruct v1.0Upstage
Solar Mini (April 2025)Upstage
Solar Open 100BUpstage
Solar Open2 250BUpstage
Solar Pro 2 (December 2025)Upstage
solar pro preview instructUpstage
Step 3StepFun
Step 3 VL 10BStepFun
Step 3.5 FlashStepFun
Step 3.7 FlashStepFun
SynLogic-32BMiniMax
SynLogic-7BMiniMax
SynLogic-Mix-3-32BMiniMax
Tiny Aya EarthCohere
Tiny Aya FireCohere
Tiny Aya GlobalCohere
Tiny Aya WaterCohere
visualglm-6bZ.ai