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Applied AI·July 16, 2026·1 min read

Many businesses are deploying AI faster than they’re preparing employees — leading to an 'AI underclass' at some firms

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Rolling out AI faster than you upskill staff creates a two-tier workforce—those who can leverage the tools and those who are displaced by them. This week, audit where AI has landed without training or process redesign; that's where adoption will quietly stall or backfire.