AI visibility for retail and e-commerce
Follow product and category questions, such as “best running shoes for flat feet”, across engines and markets. See which reviewers and retailers the answers cite.
Strider · running shoes · Australia
ExampleYour score
Named in 8 of 25 answers. Likely range 19–48.
Every answer, word for word
AI Overviews recommended Pacewell and Kestrel Run, not you.
Who AI names instead
Sources cited in these answers
3 suggested actions
+237%
year-on-year growth in visits that AI assistants sent to online marketplaces (June 2025 to May 2026).
We ask the buying questions for your categories in each market you sell in, again and again over weeks. You see how often each engine names you, in what position, and who it names instead.
For products, engines quote editorial reviews, marketplaces, affiliate roundups and forum threads. See which feature competitors but not you, and where your own product pages are cited.
Sources ChatGPT cites for “best running shoes for flat feet”
Share of answers citing each domain
Each task comes with the answers behind it: the review roundup you're missing from, the product page that doesn't say who it's for, the comparison nobody has written yet.
Cited in 41% of answers that named rivals for 9 questions. Pacewell and Kestrel Run are both reviewed there. Strider isn't.
Wrong fact, caught
Strider Glide 3 costs A$260 and is sold out in most sizes.
Your product feed: A$219, in stock in every size. Likely source: a 2025 retailer listing.
Update the price in your product feed and ask the retailer to refresh the listing
Re-tested at 7, 14 and 28 days
Engines lean on testers and reviewers more than on brand sites. Your project shows the exact domains per engine and market.
Every plan is self-serve. Pay by card and cancel renewal at any time in Billing.
For a store or brand tracking its categories in several markets.
£229/mobilled monthly
7,000 credits ≈ 400 questions × 4 engines, weekly
Cancel renewal any time. Once cancelled, your subscription will not renew.
Compare all plansRetail and CPG
Consumer brands sell through other people's shelves. Track the category questions shoppers ask in each market, which of your products AI names, and which retailers, testers and marketplaces it sends people to, so retail and brand teams work from the same numbers.
AI assistants are starting to shop, not just answer. They lean on the same retailer pages, reviews and comparisons, so the sources behind today's answers are the ones to fix first. Read our guide to agentic commerce visibility.
The retailer and marketplace pages each engine quotes for your categories, and where your products are missing.
How often you're named against the brands you sit next to on the shelf, with a range on every number.
See which AI crawlers and shopping agents visit your product pages, from your own Cloudflare logs.
Not tracked today. We'll only list them once they ship.
Not yet. Today we record the answer text, who's named and the sources cited. Shopping-card and sponsored-result tracking isn't built, and we'll only list it once it ships.
Yes. Pick any of 49 countries and track several side by side in one project, on every paid plan. Each market only uses the credits its answers cost.
Today, product mentions roll up to your brand, and you can see which products each answer names. Product-level tracking from your feed or sitemap is on the roadmap.
Free website check · No card needed · Full AI tracking on paid plans
