Evaluating AI test generation tools — running a structured eval against real criteria rather than vendor demos — is the only way to know which tool will hold up in production. The AI industry has converged on structured evals as the standard for assessing AI system quality, whether for LLMs or for the agents that use them. The same discipline applies to test generation tools: Anthropic's guide to