Return and warranty wording is becoming AI shopping’s tiebreaker fact

Return and warranty text has quietly become one of the most contested surfaces in AI shopping answers. Across consumer categories this quarter, assistants answering "where should I buy this" increasingly quote the merchant's own return window, restocking policy, and warranty length as the deciding fact — often above price.

The reason is structural rather than stylistic. When several stores sell the same product at similar prices, price stops discriminating between them. What still differs is the service promise: 30 days versus 14, free return shipping versus customer-paid, one-year warranty versus ninety days. Assistants need a comparable fact to break the tie, and the return policy is usually the only one that is stated explicitly.

The problem is that most stores state these terms badly. Policies live in a single legally-worded page, far from the product, and in formats that resist extraction:

• The return window appears as an image badge ("30-day returns!") rather than text.
• Terms differ by category but the policy page describes them in prose paragraphs.
• Restocking fees, exclusions, and warranty length are mentioned only in a footnote.
• The product page never restates the terms, so the fact exists on the site but not on the page being cited.

The practical fix is repetition in plain text. Statement of the return window, return shipping responsibility, restocking fee, and warranty duration should appear as visible text on the product page itself, ideally within structured data, and worded as a buyer would phrase it rather than as counsel would.

There is an accuracy dimension too. Assisting with a service fact you later contradict is worse than never stating it, because the buyer arrives with a specific expectation you have already broken. Ambiguous wording gets discounted or ignored, which is indistinguishable from silence.

Visora's view: return and warranty terms are product data, not legal boilerplate. Treat them as first-class fields — visible, specific, and consistent between the policy page and every product page — and they become one of the few remaining facts that can actually win a tie between comparable stores. A free scan at geovisora.com/audit shows whether your terms are parseable today.