AutomationBench evaluates whether AI agents can coordinate systems such as CRM, email, and calendars through REST APIs to complete real business workflows. Tasks span sales, marketing, operations, customer service, finance, and HR, requiring agents to discover API endpoints and follow business policies autonomously.