PickedByRobots

AI for your CPG brand

No. 21 · Updated

Home / Tips / No. 49

Marketplaces ·

When ChatGPT recommends your product, which retailer does its Shop at button send the shopper to, and is that listing ready?

Under an hour ChatGPT

Short answer

Run your top buying questions in ChatGPT, note the retailer named on the button under your product, and fix that retailer's listing first. Since October 10, 2026 the button often points to a big-box store rather than your own site.

ChatGPT now puts a single Shop at, View at or Buy at button under each product it recommends in a shopping answer. In WISLR's count across four brands, 56% of those buttons pointed to a big-box retailer and about 5% to the brand's own store. That makes one retailer listing the landing page for a shopper ChatGPT has already half convinced. If that page has an old title, the wrong pack size selected, a thin image set or an out-of-stock flag, the recommendation is wasted. The check takes an hour and needs nothing but ChatGPT and a spreadsheet.

Do this

  1. Write down 15 to 20 buying questions a shopper would ask about your category, such as best unscented dish soap or protein bar with no sugar alcohols.
  2. Ask each one in ChatGPT and, for every answer that names your product, record the retailer on the button and the date.
  3. Open each of those retailer listings on your phone and check the title, size, price, stock and first image against your own product page.
  4. Fix the listing that shows up most often first, through the retailer's vendor or seller tools or your account team.
  5. Repeat the same questions in two weeks and note whether the button retailer changed.

Effort is our estimate for a small brand team. Assistant tags come from the assistants this tip names. See also AI shopping assistants compared.

Read more on the blog

More on marketplaces

Browse all 53 tips

The morning note

Get the field notes by email

A short note when something changes how AI assistants find and recommend CPG brands: the news worth acting on, one tip you can do this week, and the numbers behind it. That's all.

Your address is only used for PickedByRobots notes. Nothing is sold or shared.