See which products AI recommends when shoppers ask what to buy.
AI Shopping Visibility tracks your products in the shopping answers on ChatGPT and Google’s AI Mode: when they appear, how they’re described, and which competitors are shown instead.
Shopping has moved into the answer.
Products are compared in the chat.
Since March 2026, ChatGPT shows products side by side with prices, reviews and features, built from merchant product feeds.
Source: OpenAI
Google’s AI Mode reads a live catalogue.
AI Mode shops from Google’s Shopping Graph: more than 50 billion product listings, with over 2 billion refreshed every hour.
Source: Google
Checkout is next.
In January 2026, Google announced the Universal Commerce Protocol, so shoppers can buy from eligible US retailers inside AI Mode and Gemini.
Source: The Register
What it tracks
For every shopping question you care about, you see the shelf AI builds, and where your products sit on it.
Product presence
Which of your products appear for each shopping question, and which never do.
Position
Where your product sits in the comparison, and how that changes over time.
Details shown
The price, rating, availability and features AI shows for your product.
Accuracy
Whether those details match your catalogue, so a wrong price or old size gets caught.
Competitors
Which products are shown instead of yours, and for which questions.
Data gaps
Missing details that weaken a listing, such as ratings, identifiers, ingredients or variants.
How it works
Maps shopping questions
Questions are written by category, need, budget and use, the way shoppers ask before they pick a brand.
Runs them where people shop
Each question runs repeatedly in ChatGPT and Google’s AI Mode, so one lucky answer doesn’t skew the result.
Matches products to your catalogue
Every product AI shows is matched to your own listing, and its details are checked against your data.
Shows what to fix first
Questions where competitors win are ranked, with the gap that most likely explains each one.
From shopping insight to a better listing
Each gap points to a fix in the rest of Lumenario.
Keep product facts approved
Ingredients, sizes and claims held in one approved record.
Brand Knowledge HubAnswer buying questions
Ingredient guides and comparisons built from your approved claims.
Verified ContentQuestions about AI Shopping Visibility
Which shopping surfaces do you track?
ChatGPT’s shopping results and Google’s AI Mode, in the markets you sell in.
Is this about ads?
No. It tracks how your products appear in AI answers, not the performance of your ad campaigns.
How do you match products to ours?
We use your product feed or store export, so each product AI shows is matched to the right listing.
How is it different from AI Visibility?
AI Visibility tracks your brand across buyer questions. AI Shopping Visibility tracks individual products in shopping answers.