CiteRank
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CiteRank helps merchants assess how readable their product data is for AI shopping assistants and search engines by scanning product and collection fields such as descriptions, SEO titles, image alt text, SKUs or barcodes, categories, and brand. It provides a store-wide score out of 100 plus specific field-level fixes for each product, and it also includes an llms.txt generator and a theme app embed for Product, Breadcrumb, and Organization schema. The app emphasizes that it only reads store data and that the score reflects data completeness rather than AI rankings.
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