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DMAIC-IAD is a multi-agent LLM system inspired by the DMAIC quality-management framework for industrial anomaly detection, using a 'Plan First, Judge Later' approach that formulates strategies via standardized operating procedures and ranks them with an execution-free judge model, achieving 37.76% improvement over agentic baselines across four data modalities.