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FactoryLLM is an open-source AI playground for evaluating LLM-based RAG models in smart factory fault diagnostics, supporting local LLMs and dual evaluation metrics. A case study with three LLMs showed groundedness scores above 0.88 across 30 maintenance queries from 600 pages of cross-machine documentation.