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The most valuable AI in business right now is not the kind that makes headlines. It is the unglamorous automation running in the background, saving an hour here and a mistake there. Here is what that actually looks like.
Companies are not short on AI ideas. They are short on AI projects that survive contact with a budget review. Here is why pilots die and what the survivors do differently.
The most underrated effect of this AI moment is not what it does for big companies. It is what it does for small ones. A two person operation can now run like a ten person one, and that changes who gets to compete.
The most quietly profound thing AI does is raise the minimum quality of work that an ordinary person or a small organization can produce. That floor matters more than the ceiling almost everyone is arguing about.
Every vendor has a chart showing AI made someone forty percent more productive. Most of those charts measure the wrong thing, and the gap between the number and the reality is where budgets get wasted.
