The Model Has Already Decided What You Cost

Here’s a question most founders have never asked: what price does the AI think your product is?

Not what you charge. What the model says, when a customer asks. Because it does say something. When an assistant describes your product, it doesn’t just decide whether to mention you. It assigns you a price, a list of attributes, a quality verdict relative to competitors. It builds a little profile of your product and hands it to the customer as fact.

And that profile is often wrong.

This is the strange new reality. In the old web, you controlled your own product page. The price on it was the price. If a customer wanted to know what your thing cost, they came to you and read the number you wrote. Now an intermediary stands between you and the customer, and that intermediary is willing to state a price, a spec, a comparison you never approved, in a confident voice, before the customer ever reaches your site.

Think about how much damage a wrong number does. A customer asks the assistant about your category. The model says your product is the expensive option, quoting a price from a stale feed or a misread listing. The customer mentally crosses you off. You never see it happen. No bounce in your analytics, no abandoned cart, nothing. The sale died in a conversation you weren’t part of.

The same goes for attributes. The model decides your software is “hard to set up” or your mattress “runs hot,” picks it up from somewhere, and repeats it. Maybe it was true two years ago. Maybe it was never true. Doesn’t matter. To the customer, it’s the answer.

What makes this maddening is that it’s invisible by default. You can run your business for months while the machine quietly misdescribes you to everyone who asks. The first symptom is just fewer customers, with no obvious cause.

So the only defense is to go look. Ask the models what your product costs. Ask what it’s like, what it’s good and bad at, who it’s better or worse than. Read the profile the machine has built. Most brands have never done this once, and the first time they do, something is wrong, a stale price, a dead attribute, a comparison that flatters a competitor.

You can’t fix what you can’t see, and this is happening in a place you’ve never thought to look.