Product pages missing structured data
Shopify themes often skip Product schema or implement it poorly. Without it, AI engines can't read your prices, availability or reviews — they recommend stores that have it.
LensCore probes 5 AI engines with 25 Shopify buying questions to show exactly where Shopify-first e-commerce stores disappear from AI answers — product schema, reviews, checkout trust and the fixes to get recommended.
Shopify themes often skip Product schema or implement it poorly. Without it, AI engines can't read your prices, availability or reviews — they recommend stores that have it.
AI engines anchor their answers in knowledge-graph entities. If your Shopify store isn't in Wikidata or Google Knowledge Graph, engines fall back to whichever competitor is.
Buyers ask AI 'is [store] safe to buy from?' If your checkout trust signals (SSL, payment badges, return policy) aren't visible to AI, the engine recommends stores that make them obvious.
AI engines cite shipping and return policies when recommending stores. If your policy page is thin or missing, you lose the recommendation to a store with clear terms.
AI answers questions like yours
We generate 25 questions tailored to your exact product category.
Step 1
Paste your Shopify store URL. We adapt 25 buying questions (8 free, all 25 in the audit) to your specific product category — fashion, beauty, electronics or any Shopify niche.
Step 2
ChatGPT, Gemini, Claude, Perplexity and the Lenscore Retrieval Engine answer each question. We record every store named — yours and your competitors.
Step 3
Priority fixes for Product schema, knowledge-graph presence, checkout trust signals and shipping policy visibility — implemented via Shopify apps or theme edits.
LensCore probes 5 frontier AI engines with 25 buying questions (8 on the free scan, all 25 in the audit) specific to your Shopify category. It measures which engines name your store, recommend competitors and what citation sources they trust.
LensCore audits your store's external AI visibility — what AI engines say about you. It doesn't modify your Shopify setup, but the fixes it recommends (Schema.org, trust signals, content) are typically implemented via Shopify apps or theme edits.
Any Shopify store — fashion, beauty, electronics, food, home, wellness and more. The buying questions adapt to your specific product category.
Yes. AI engines increasingly influence purchase decisions. When a buyer asks ChatGPT 'best Shopify store for organic skincare,' the engines that name your store drive traffic. LensCore shows you exactly how to get named.
Free scan · 90 seconds · no credit card required.
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