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Find out what an agent actually sees when it reads your store, and where you are losing the query.
Shopify's five listing quality signals, decoded
Shopify now publishes the listing quality signals that influence how AI channels rank your products. Here is what each one measures, and the attribute layer Shopify does not measure at all.
What ChatGPT actually sees on your website
An assistant does not see your design. It reads a stripped-down version of your page, and on most stores the part that sells is the part it never sees. Here is how to check.
Why product pages are invisible to GPTs, and how to fix it
A product page can rank on Google and still be invisible to ChatGPT. Here are the failures that hide a page from an assistant, and the fixes that make it readable.
The LLM readiness checklist for Shopify
A practical checklist of the signals that decide whether an assistant can find, read, and recommend your store, grouped so you can work through them in order.
How LLMs rank, recall, and cite your pages
An assistant does not rank pages the way a search engine does. It recalls, synthesizes, and cites. Understanding those three steps tells you what to fix to be the one it picks.
The Youth to the People analysis: how superfood positioning affects AI beauty discovery
We ran a set of real purchase-intent questions about skincare through ChatGPT to see whether Youth to the People showed up. The result, 4 of 10, says more about catalog structure than about the brand.
The Wild One analysis: a design-forward pet brand and AI discovery
We ran a set of real purchase-intent questions about pet through ChatGPT to see whether Wild One showed up. The result, 3 of 12, says more about catalog structure than about the brand.
The Therabody analysis: how the massage-gun pioneer performs in AI search
We ran a set of real purchase-intent questions about wellness devices through ChatGPT to see whether Therabody showed up. The result, 7 of 10, says more about catalog structure than about the brand.
The Peak Design analysis: visibility, versatility, and the AI advantage
We ran a set of real purchase-intent questions about gear and accessories through ChatGPT to see whether Peak Design showed up. The result, 8 of 11, says more about catalog structure than about the brand.
The Grove Collaborative analysis: an eco-cleaning pioneer's AI discovery gap
We ran a set of real purchase-intent questions about cleaning through ChatGPT to see whether Grove Collaborative showed up. The result, 1 of 11, says more about catalog structure than about the brand.
The Glow Recipe analysis: AI visibility for ingredient-led skincare
We ran a set of real purchase-intent questions about skincare through ChatGPT to see whether Glow Recipe showed up. The result, 4 of 13, says more about catalog structure than about the brand.
The Four Sigmatic analysis: how a mushroom-coffee pioneer ranks in AI discovery
We ran a set of real purchase-intent questions about beverages through ChatGPT to see whether Four Sigmatic showed up. The result, 6 of 11, says more about catalog structure than about the brand.
The Everlane analysis: what AI shopping queries reveal about brand positioning
We ran a set of real purchase-intent questions about apparel through ChatGPT to see whether Everlane showed up. The result, 4 of 11, says more about catalog structure than about the brand.
The Eight Sleep analysis: how a smart mattress ranks in AI discovery
We ran a set of real purchase-intent questions about mattress and sleep through ChatGPT to see whether Eight Sleep showed up. The result, 3 of 7, says more about catalog structure than about the brand.
The Dame analysis: an intimate-wellness brand and AI discovery
We ran a set of real purchase-intent questions about intimate wellness through ChatGPT to see whether Dame showed up. The result, 3 of 13, says more about catalog structure than about the brand.
The Brooklinen analysis: how a DTC bedding leader ranks in AI shopping
We ran a set of real purchase-intent questions about bedding through ChatGPT to see whether Brooklinen showed up. The result, 5 of 11, says more about catalog structure than about the brand.
The Blueland analysis: a cleaning-tablet innovator's AI discovery
We ran a set of real purchase-intent questions about cleaning through ChatGPT to see whether Blueland showed up. The result, 6 of 11, says more about catalog structure than about the brand.
The BarkBox analysis: how subscription positioning affects AI pet discovery
We ran a set of real purchase-intent questions about pet through ChatGPT to see whether BarkBox showed up. The result, 4 of 9, says more about catalog structure than about the brand.
Athletic Greens and the new era of AI-driven search
We ran a set of real purchase-intent questions about supplements through ChatGPT to see whether Athletic Greens showed up. The result, 3 of 12, says more about catalog structure than about the brand.
What an AI agent actually sees when it reads your store
An agent does not read your design. It reads your fields. Here is how to see your store the way GPTBot and ClaudeBot do.
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