AI visibility blog

Whether ChatGPT names your store depends far more on your category and product data than anything you can buy. What actually gets a Shopify store recommended, from multi-engine testing — plus a practical checklist.

AI search and Google return structurally different results — and the source mix flips by category. Five mechanical differences, backed by multi-engine testing, and what each means for a Shopify store.

llms.txt is a plain-text file at your store root that hands AI assistants a clean map of your catalogue — past the theme markup that buries product facts. What it is, what belongs in it, and how to generate one for Shopify.

Jewellery is one of the best Shopify categories for AI visibility — engines cite stores, not magazines. But gemstones and handmade jewellery share zero cited domains. Which sub-category you're in, and what to structure.

There's no single “clothing” AI citation. We tested 8 apparel queries across 3 engines — each sub-category (denim, base layers, heavy tees, basics) returns a separate cited-domain set. Which are winnable, and how to structure for them.

Artisan jewellery is store-friendly — stores won 8 of 8 — but being a store isn't enough. Craft technique and regional provenance as structured fields are what get you cited.

The hardest vertical we measured: a carbon-wheel maker cited 0 of 8. Gear reviewers own 'best wheelset' — the winnable ground is specification and compatibility queries.

Denim answers are made almost entirely of denim brands — no editorial gatekeeper. Our July 2026 test, and why rise, inseam and fabric weight are the fields that get you cited.

The most store-friendly query we've measured in apparel: heavyweight-cotton answers are built from brand sites and Reddit, with no fashion editorial. GSM is the field that gets you cited.

Wall art is one of the few categories where an independent store won an AI citation — and where a store ranked #1 on Google yet was absent from its AI Overview. The data, and the fields that close the gap.

Base layers are a spec purchase — GSM, merino %, micron. Our July 2026 test, the review-site gatekeepers, and the product data that gets merino brands cited by AI.

Gemstones is a rare category where AI cites stores, not publishers. Our July 2026 test of 8 queries across 3 engines — and the data (treatment, origin, certification) that gets dealers cited.

Supplement buyers ask ChatGPT and Gemini what to take before they reach a store. Our July 2026 test of 8 queries across 3 engines — and the data that gets stores cited.

The best Shopify apps for AI search visibility — get recommended by ChatGPT, Gemini & Perplexity. What real visibility apps do and how to compare them. Updated June 2026.

Comparing AI engines for ecommerce visibility? Here's how ChatGPT, Gemini, Perplexity, Claude, and Google AI Mode actually differ for Shopify stores — and which to prioritize for your category. Updated June 2026.

ChatGPT, Gemini, and Perplexity aren't recommending your Shopify store? Here are the 7 most common reasons — and the specific fix for each. Updated June 2026.

The complete checklist of what AI engines look for when deciding whether to recommend your Shopify store. 21 signals across catalog, technical, and content — with the fix for each. Free reference, updated June 2026.

Wondering if ChatGPT, Gemini, or other AI engines recommend your Shopify store to shoppers? Here are 4 ways to check — from manual queries to automated tracking. Updated June 2026.