The real reason so many enterprise AI initiatives are failing? LLMs were never built to run a company

When ChatGPT launched in November 2022, the reaction was immediate and visceral: this works. For the first time, millions of people experienced AI not as a distant promise, but as something useful, intuitive, and even with its flaws, astonishingly capable.  That instinct was correct. The conclusion that followed was not. Because what works brilliantly for an individual at a keyboard has proven surprisingly ineffective inside an organization.  Two years later, after billions in investment, countless pilots, and an endless stream of “copilots,” a different reality is emerging: generative AI i...