The AI Great Leap Forward

Companies are rushing to implement AI across all departments through top-down mandates, similar to China's Great Leap Forward when villages were ordered to produce steel in backyard furnaces. Employees without AI expertise are building complex automated workflows and calling them "AI solutions," creating impressive demos that lack proper validation, monitoring, or maintenance infrastructure. Organizations are measuring success through adoption metrics rather than actual outcomes, leading teams to compete on reported productivity gains while eliminating essential roles like middle managers and QA teams, potentially setting up future operational disasters.