Know when AI shops on your behalf.
Planned: measure how your products and categories appear in shopping-style answers and check the facts engines repeat against your own product data. This is not built yet.
Shelf isn’t built yet.
The page below describes what we plan to build, not something you can use today. It needs product-feed import and fact-checking against a catalogue, neither of which exists in Citeroot today.
Works today: Answer Tracker already tracks any prompt you write, including shopping-style ones such as “best lightweight tent for two”, and shows the sources cited. See Answer Tracker
The plan, in plain words.
Product-level appearances
Track named products and categories across recommendation, comparison and “best for” prompts.
Fact checking against your catalogue
Compare price, availability and attributes in answers with your own feed and flag the mismatches.
Retailer and reviewer influence
See which marketplaces, review sites and editorial lists drive the appearances for each category.
Competitive shelf share
Measure how often your products appear next to or instead of competitors in the same answers.
Three steps, no guesswork.
Import your catalogue
Upload a feed to define the products and attributes to check.
Track category prompts
Build shopping prompts per category, use case and constraint.
Fix what's wrong
Get a list of inaccuracies and the sources most likely behind each.
About Shelf
Would Shelf change my product feed?
No. The design is read-only: it would read your feed to check answers against it and tell you what to change.
When will it ship?
We don't have a date. Join the waitlist and we will email you once, when it is available.
See what AI says about you today.
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