{"slug": "how-the-institutions-winning-with-ai-are-thinking-differently", "title": "How The Institutions Winning With AI Are Thinking Differently", "summary": "Institutions that succeed with artificial intelligence are shifting their focus from technical issues like hallucinations to solving fragmented knowledge, according to Forbes Councils member Chase Williams. The key differentiator for winning organizations is how they approach knowledge integration rather than just model accuracy.", "body_md": "# How The Institutions Winning With AI Are Thinking Differently\n\nBy Chase Williams, Forbes Councils MemberSource:\n\n[Forbes Innovation](https://www.forbes.com/innovation/)Discussions often focus on hallucinations, but institutions frequently encounter a different challenge altogether: fragmented knowledge.\n\nGet AI news in your inbox\n\nDaily digest of what matters in AI.", "url": "https://wpnews.pro/news/how-the-institutions-winning-with-ai-are-thinking-differently", "canonical_source": "https://www.machinebrief.com/news/how-the-institutions-winning-with-ai-are-thinking-differentl-i4yv", "published_at": "2026-07-23 10:45:00+00:00", "updated_at": "2026-07-23 12:05:39.600728+00:00", "lang": "en", "topics": ["artificial-intelligence", "ai-policy"], "entities": ["Forbes", "Chase Williams"], "alternates": {"html": "https://wpnews.pro/news/how-the-institutions-winning-with-ai-are-thinking-differently", "markdown": "https://wpnews.pro/news/how-the-institutions-winning-with-ai-are-thinking-differently.md", "text": "https://wpnews.pro/news/how-the-institutions-winning-with-ai-are-thinking-differently.txt", "jsonld": "https://wpnews.pro/news/how-the-institutions-winning-with-ai-are-thinking-differently.jsonld"}}