A pilot to build a customer-facing AI assistant in a highly regulated industry had every ingredient for success: proprietary knowledge, an engaged cross-functional team, and a well-defined customer journey. What it didn't have was a shared understanding of how AI actually learns - and what that means when "close enough" isn't good enough.