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If a shopper never mentions a deal-breaker like a nut allergy, would an AI assistant still find the answer on your product page?
An afternoon ChatGPTGoogle
Short answer
Only if you wrote it down. List the 8 to 12 facts that would make someone reject each product and give every one a yes, a no or a number on the page and in your feeds, never a blank.
Visa's shopping benchmark, published November 5, 2026, found that AI assistants rarely misread a fact they have been given; they fail by not asking about needs the shopper left unsaid, and by treating a missing value as acceptable. Packaged goods are full of unsaid needs: a nut-free school, a sensitive-skin household, a dispenser that only takes one size. A plain list of deal-breakers, written as definite answers including the negatives, lets a hurried assistant get it right without asking. Use only facts already on the label or in your substantiation file.
Do this
- Pull the last year of returns reasons, low-star reviews and retailer Q&A for your best seller and list every reason a shopper rejected it.
- Cut the list to the 8 to 12 that decide purchases, and write a definite answer for each, such as Contains tree nuts: no, or Count per pack: 12.
- Add the list near the top of the product page as text or an HTML table, not in an image.
- Copy the same answers into Merchant Center product_detail, your ChatGPT product feed and every retailer's attribute fields.
- Ask ChatGPT and Google AI Mode a question that implies one deal-breaker without stating it, then add it as a follow-up, and check whether the answer about your product matches the list.
Effort is our estimate for a small brand team. Assistant tags come from the assistants this tip names. See also AI shopping assistants compared.