Walk any B2B category today and you will see the same three words stamped across every homepage: AI-powered. It has become the corporate equivalent of “new and improved,” a phrase that once meant something and now signals almost nothing. The problem is not that these products lack AI. Most of them have it. The problem is that “AI-powered” describes how the product was built, not what it does for the person paying for it. And buyers do not purchase architecture; they purchase outcomes they can defend to their boss.
Here is the test I use, and it is a low one: can your buyer repeat your value proposition, accurately, to a colleague who was not in the room? If the answer is no, you do not have positioning. You have a feature list wearing a trench coat.
The gap between what you build and what they buy
Product teams fall in love with the mechanism. It is understandable; they spent eighteen months building it. But the buyer does not care that you are running a fine-tuned model with retrieval-augmented generation. The buyer cares that the quarterly report that used to eat a full day now takes twenty minutes, and that the numbers are right. One of those sentences moves a deal. The other one gets nodded at politely and forgotten before the next meeting.
I have spent most of my career translating complex products into sentences that survive the walk from the demo to the buying committee. When I led the go-to-market for a student financial-services product serving more than two million Indian students studying abroad, we were effectively creating a category from nothing. “AI-powered” would have been worse than useless there; it would have added confusion to a market that already did not know it had the problem we solved. What worked was a plain claim about a real outcome, phrased in the buyer’s own vernacular, that a sales rep in one market and a partner in another could both repeat without a script.
That is the quiet power of a portable value proposition. It travels. It survives translation across regions, across sales-assisted and product-led motions, across the game of telephone that every enterprise deal becomes once it leaves your hands.
You do not have positioning. You have a feature list wearing a trench coat.
Three tests before you ship the claim
When I pressure-test positioning, I run it through three questions, in this order.
Can they repeat it?
Say the claim out loud, then ask someone outside the team to say it back an hour later. If it comes back mangled, the words are doing your buyer’s memory no favours. Portability beats cleverness every time.
Is it falsifiable?
“AI-powered” cannot be argued with because it does not actually claim anything. A real value proposition can be wrong, which is precisely what makes it persuasive. “Cut your monthly close from five days to two” invites scrutiny, and scrutiny is a form of engagement. Vagueness is the enemy of belief.
Does it name the alternative?
Good positioning quietly answers the question “compared to what?” The buyer is always comparing you to something, usually the status quo of doing nothing. If your claim does not beat “leave it as it is,” no amount of model sophistication will save the deal.
“AI-powered” fails all three. It is a claim about you, delivered to someone who only cares about themselves.
The new reason this matters: the machines are reading too
There is a fresh, commercial urgency here that did not exist a couple of years ago. Your buyers increasingly begin their research by asking an answer engine, not a search bar. When someone asks an AI assistant “what is the best tool for X,” the model does not reward you for saying “AI-powered.” It rewards clear, specific, quotable claims about outcomes, because those are the sentences it can lift and attribute with confidence.
Generative and answer engine optimisation, GEO and AEO, are really just the old positioning discipline wearing new stakes. The sentence a human buyer can repeat is, more or less, the same sentence a model will quote back to your prospect. Fuzzy positioning was always expensive; now it is invisible. If your differentiation cannot be stated as a crisp, checkable claim, you are handing the recommendation to the competitor who bothered to be specific.
Fuzzy positioning was always expensive. Now it is invisible.
What to do on Monday
Take your homepage headline and strike the word “AI” from it. If the sentence collapses into meaninglessness, the AI was doing the work your positioning should have been doing. Rebuild the claim around the outcome, name the alternative you beat, and put a number on it wherever you honestly can. Then hand it to someone who has never seen your product and ask them to repeat it back.
AI is not your value proposition. It is table stakes, the new electricity, and nobody markets a fridge by celebrating that it plugs into a wall. What the buyer wants to know is whether it keeps the food cold, and whether it does so better than the box they already own. Tell them that, in a sentence they can carry out of the room, and you will win deals that your “AI-powered” competitors are still trying to explain.