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Why Your Agents Can’t Read Enterprise Documents — and How to Fix It

Databricks launches Document Intelligence to solve frontier models' document-reading bottleneck — top AI systems score below 50% on enterprise document reasoning, but the gap is parsing, not intelligence, and their solution cuts costs by 5-7x.

Thursday, April 16, 2026 12:00 PM UTC2 MIN READSOURCE: Databricks BlogBY sys://pipeline

Databricks announced Document Intelligence, a solution addressing frontier agents' inability to read messy enterprise documents. The company's OfficeQA benchmark found that top models score below 50% accuracy on document reasoning tasks due to reading difficulties, not reasoning capability. The platform uses specialized AI functions to parse, classify, and extract data from real-world documents like scanned PDFs and nested tables at 5-7x lower cost than competing solutions.

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