Product data a machine can read
Whether product titles, descriptions, prices, availability and variants are present in structured data rather than only in the visual layout. An AI that cannot parse a price cannot compare it.
Answer to a measured buying question
Can AI assistants understand, compare and recommend your products?
Shoppers increasingly ask an AI assistant which product to buy. Whether your store appears in that answer depends on things you can measure — and fix.
Ask the six AI platforms real shopping questions from your category, without naming your store, and record what comes back. AI Visibility Report Group does this as part of every paid report: three of the eight buying questions in the €29 Scan are shopping scenarios for online stores, put to ChatGPT, Gemini, Perplexity, Claude, Grok and Meta AI. There is no extra charge: the Shopping analysis is included whenever you sell online.
What is actually examined
Product visibility in AI answers depends on whether a machine can read, trust and compare your product information. These are the four areas we look at.
Comparable attributes
Size, colour, material, compatibility and identifiers such as GTIN or EAN. Comparison is only possible where attributes are expressed the same way across products.
Price and stock signals
Whether the publicly visible price and availability match what your structured data says. Contradictions between the two are a common reason for a product to be skipped.
Feed and page consistency
Whether the product feed and the product page tell the same story. A feed that says one thing and a page that says another undermines both.
Shopping analysis per package
Included at no extra cost when you sell online. The number of shopping scenarios scales with the package.
| Scan €29 | Pro €79 | Complete €149 | |
|---|---|---|---|
| Shopping scenarios | 3 | 8 | 15 |
| AI platforms per scenario | 6 | 6 | 6 |
| Extra charge | none | none | none |
| Depth of product data analysis | standard | with source analysis | deepest, plus 90-day plan |
Frequently asked questions
- How can an online store check whether AI recommends its products?
- By putting real shopping questions from your category to AI platforms without naming your store, and recording whether your products are retrieved, cited, mentioned or recommended. AI Visibility Report Group runs this across six platforms from €29.
- Does the Shopping analysis cost extra?
- No. If you sell online, the Shopping analysis is part of every paid report at no additional charge. The Scan includes three shopping scenarios, Pro eight and Complete fifteen.
- Do I need a product feed for this?
- No. We work from your publicly accessible website. If you do have a feed, consistency between the feed and your product pages is one of the things we look at.
- Which platforms are used for shopping questions?
- The same six as for every other question: ChatGPT, Gemini, Perplexity, Claude, Grok and Meta AI.
Check your store — free
The free check measures your technical AI readiness in about a minute. All we need is your domain.
Run the free checkSee what a report containsAbout the figures on this page. Scenario counts are the specification of our packages. Source-overlap figures elsewhere on this site come from a blind measurement on 29 August 2026 across six platforms and eight buying questions. AI answers vary by model, moment and phrasing; positions cannot be guaranteed.
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