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SaaSBench is a new benchmark for evaluating AI agents in enterprise SaaS development, involving multi-component system integration across 30 tasks, 6 domains, and 5,370 validation nodes. Experiments reveal that the main bottleneck for agents is system configuration and integration rather than isolated code generation.