Insight certainty 4/5 debate potential 3/5

Ghai: Brute-force vectorizing of unstructured enterprise data causes AI hallucinations

Jitesh Gai · Is Unstructured Data The Key To Successful AI Deployments? · Jun 16, 2026 · at 8:07

Hyland CEO Jitesh Ghai explains why unstructured enterprise data requires industry ontologies rather than basic vector database ingestion for AI deployments.

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“Let's vectorize petabytes of data and hope we can figure it out. That's when hallucinations happen. That's when other issues happen. So there needs to be some structure around it.”

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