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The Precision Match Tool in Alteryx GenAI Tools offers a fast, intelligent way to standardize messy or inconsistent data using large language models. Ideal for tasks like cleaning user-entered job titles, this tool automatically maps variations to a consistent format — with minimal manual effort.

Simply configure the column to clean, connect your LLM via the LLM Override Tool, and optionally provide a reference dataset to guide the results. With features like caching, category limits, and support for persistent mappings, Precision Match streamlines data normalization while keeping costs predictable. Watch the video below to learn how to use it to create cleaner, more reliable datasets at scale.