# How The Institutions Winning With AI Are Thinking Differently

> Source: <https://www.machinebrief.com/news/how-the-institutions-winning-with-ai-are-thinking-differentl-i4yv>
> Published: 2026-07-23 10:45:00+00:00

# How The Institutions Winning With AI Are Thinking Differently

By Chase Williams, Forbes Councils MemberSource:

[Forbes Innovation](https://www.forbes.com/innovation/)Discussions often focus on hallucinations, but institutions frequently encounter a different challenge altogether: fragmented knowledge.

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