The Hidden Risk Of AI Training: Why Most AI Training Programs Fail To Realize Value

InnovationThe Hidden Risk Of AI Training: Why Most AI Training Programs Fail To Realize ValueByAndrew Sales,Forbes Councils Member.for Forbes Technology CouncilCOUNCIL POSTExpertise from Forbes Councils members, operated under license. Opinions expressed are those of the author. | Membership (fee-based)Jun 08, 2026, 09:15am EDTAndrew Sales is the Chief Product Officer & Chief Methodologist at Scaled Agile, Inc. gettyHere's how AI training typically goes in a large organization: Thousands of employees watch the same prompt engineering videos, earn the same certifications and return to their desks largely unchanged. Budgets are spent. Completion rates are tracked. Six months later, the same leaders are asking why AI hasn't moved the needle on performance, productivity or profits.The uncomfortable truth is that most AI training programs are designed to feel productive rather than to be transformative. The gap between those two things is where billions of dollars quietly disappear every year.Used properly, AI doesn’t just enable employees to do the same work faster. It empowers them to create value in ways that were previously beyond their reach. Unfortunately, the dominant model of enterprise AI training doesn’t help employees achieve this. Getting the full benefit from AI requires an approach that rethinks entire workflows. Isolated, piecemeal learning focused on discrete tools won’t accomplish that.The Primary Failure Modes Of AI Training ProgramsWhen AI training doesn’t deliver value, organizations tend to diagnose the problem as a technology gap: the wrong tools deployed or insufficient access to them. The evidence points elsewhere. According to a November 2025 survey from McKinsey, 88% of companies are using AI in at least one area of their business, but most (62%) are still in the experimentation or piloting stage. To benefit from the full potential of AI, workflows need to be reimagined and rebuilt.Three recurring failure modes undermine investment...