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by Jure Leskovec • Published November 18, 2025 at 03:30 PM
Research

Why LLMs Arent a One-Size-Fits-All Solution for Enterprises

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Large Language Models (LLMs) excel at extracting value from unstructured data but are less optimized for structured business datasets, which contain significant untapped potential. Recognizing this limitation, industry efforts are increasingly focused on developing specialized AI approaches tailored to structured data, including innovative methods pioneered by research teams to enhance data utility and decision-making accuracy.

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