Excellent products, described by the wrong attribute.
When AI product recommendations lead with a minor feature.
Your product is chosen for one thing it does better than the rest. AI assistants describe it by something else.
What goes wrong
Models describe a product from the text that is easiest to reach. Often that is a reseller listing or a review that dwells on packaging or price. The attribute that sets your product apart can be missing, buried under a secondary one, or credited to a rival. A buyer asking for exactly what you make may get your name with the wrong reason attached, or a competitor’s name with your reason.
What a good account looks like
- Asked for the requirement you meet best, the model names your product and gives that requirement as the reason.
- Your difference is stated in your wording, with any condition you published beside it.
- Reseller and review descriptions add detail to your account without replacing it.
How we work on it
We start from the questions buyers ask at the level of one specific requirement, the way people look for a product shortly before they buy it. For each answer we show which attribute the model chose, where that description came from, and the sentence on your page that should have carried your difference. You get the wording and the pages to change in priority order, ready for your product team or agency to publish.
Illustrative situation. A cookware maker’s pans are valued by chefs for even heat across the base. AI answers describe them mainly by their color range, taken from a retailer’s listing, and recommend another brand for even heating.
Start with a free consultation
We agree the scope, depth and outcome you want, and show you a sample of our work on your own website.
Request a free consultation