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Applied AI·November 12, 2026·1 min read

Leaders agree AI is vital for their workplace — but barely any are doing anything about it

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The gap between AI rhetoric and actual groundwork is now a structural risk, not just a PR issue—if only ~10% of orgs are doing anything, most roadmaps are fantasy. Operators who quietly fix data plumbing, access controls, and change management this quarter will be able to move when everyone else is still forming “AI councils.”