Agent Readiness Reliability Evals Benchmarks

AutomationBench-AA

Agentic SaaS Workflow Benchmark

AutomationBench-AA is Artificial Analysis' independently run leaderboard and benchmark implementation for Zapier's AutomationBench, evaluating AI agents on realistic workflow automation tasks across simulated SaaS applications while accounting for business-rule guardrail violations.

Screenshot of AutomationBench-AA website

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newsPRIMARY2026-07-06

AutomationBench-AA launches SaaS-agent leaderboard with 657 tasks

Artificial Analysis launched an independent Zapier AutomationBench leaderboard with 657 tasks across 40 simulated SaaS apps. Claude Fable 5 and Opus 4.8 led, but models still violated business guardrails.