The True Cost of Generative AI in the Enterprise: What Budget Owners Consistently Underestimate
Enterprise AI adoption budgets routinely account for licensing fees while leaving the most significant cost categories entirely unaddressed. From security review overhead and data governance restructuring to output validation infrastructure and workforce retraining, the total cost of ownership for generative AI tools frequently exceeds initial estimates by a factor of two or more.