Structured data remains a blind spot for ChatGPT and Claude. While LLMs handle text, they struggle with large tables and complex spreadsheets. New large tabular models bridge this gap by processing structured datasets directly. This shift allows enterprises to analyze transaction logs and metrics without the hallucinations common in general-purpose language models.