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

The magic was real. The conclusion was wrong.

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. 


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