AI assistants answer shopping questions. Product pages do not.

They ask which one, for whom, versus what, at what price. A product page answers the one question nobody is asking. The store that gets recommended has a page that does the comparing — a collection page with real copy above the grid, a buying guide, a genuine 'which of ours is right for you' page. That missing page is a bigger gap than every markup fix combined.

On each profile you claim, write the name, address, phone and website exactly as the site has them.

• Trustpilot

  Claim it

  Cited on 6 of the 30 questions in the run above.

  1. Claim the company profile at Trustpilot Business.
  2. Add the description, category and website, and start inviting recent customers to review.
  Claim it on Trustpilot

• Better Business Bureau

  Claim it

  Cited on 2 of the 30 questions in the run above.

  1. Request or claim the BBB business profile.
  2. Complete the profile: categories, years in business, contact details.
  Claim it on Better Business Bureau

• Reddit

  Community

  Cited on 25 of the 30 questions — by ChatGPT for “compare men's shorts and casual apparel store options”.

  Threads are quoted as word of mouth. Nothing to claim: answer as yourself, and say who you are.

• Forbes and other publishers' lists

  Editors choose

  Cited on 17 of the 30 questions — by Gemini for “best men's shorts and casual apparel store for men”.

  Roundups and gift guides answer the 'which one' question. An editor chooses; the way in is a pitch to the writer with what makes the product the answer for someone.

• Retailers that stock you

  Retailer

  Cited on 12 of the 30 questions in the run above.

  REI, Target and Nordstrom were cited in this run. A retailer's product page answers for your product, so keep the description, specs and photos you send it current.

Does this help with Shopify SEO?

The work overlaps: better collection copy and clean markup help both. But the target is different — search wants a ranking, an assistant wants something worth quoting for one specific question.

What if we also sell on Amazon?

Then a marketplace listing is often what gets cited, and improving it is legitimate work even though it is not your own site. The report tells you which domains are being named so you can decide where the effort goes.

Should we write blog posts?

Only the ones that answer a buying question. General-interest posts are the thing every content tool produces at volume and the thing that shows up least in these answers.

Can you publish to Shopify?

Not directly: we publish into WordPress and Webflow. On Shopify an approved page is copied into the store's editor — rich text, HTML or Markdown — and the rest of the list comes as tasks with steps.

What about product schema?

Worth having, rarely the reason you are not recommended. Most Shopify themes already emit it. The missing comparison page is the expensive gap.

Is the report free?

The first one is: a free account gets 10 credits — one report, 10 prompts on three engines — with no card.