The real reason so many enterprise AI initiatives are failing? LLMs were never built to run a company
# Why Your Company's AI Experiment Probably Won't Work Most companies investing in AI tools like ChatGPT are discovering they sound great in theory but don't actually change how the business operates—mainly because these tools are designed to write and talk, not to remember decisions, enforce rules, or learn from feedback the way organizations actually need them to. While 95% of corporate AI projects fail to deliver real results, it's not because the technology doesn't work for individuals; it's because running a company requires something much deeper than just smarter writing tools.
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 con
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