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When enterprise AI finally works, it won’t look like AI

Fast Company Tech Enrique Dans May 11, 2026
When enterprise AI finally works, it won’t look like AI
AI Summary— plain English for professionals

# When Enterprise AI Finally Works, It Won't Look Like AI The real breakthroughs in business AI aren't happening with fancy chatbots or better prompts—they're happening when companies rebuild their actual workflows to let AI work like infrastructure (think: electricity or plumbing) rather than a tool you pull out when you need it. The systems that are actually delivering results remember information, follow business rules, and take action on their own, which is completely different from the AI assistants most people know about.

In an article a couple of weeks ago, I argued that the failure of enterprise AI was not really about enthusiasm, adoption, or even model capability. It was architectural: large language models were never built to run a company. Companies run on memory, context, feedback, and constraints, while LLMs

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