Headless Commerce Vendors Losing in AI Search
8 headless commerce brands that ChatGPT, Claude, Perplexity and Gemini aren't citing when real buyers ask — last 90 days. How we measure this.
| # | Vendor | Loss rate | |
|---|---|---|---|
| 1 | Shopify Hydrogen hydrogen.shopify.dev 0/5 probes cited | 100% | Claim Shopify Hydrogen |
| 2 | Vue Storefront vuestorefront.io 0/5 probes cited | 100% | Claim Vue Storefront |
| 3 | fabric fabric.inc 0/5 probes cited | 100% | Claim fabric |
| 4 | BigCommerce Headless bigcommerce.com/solutions/headless-commerce 0/5 probes cited | 100% | Claim BigCommerce Headless |
| 5 | Medusa medusajs.com 1/5 probes cited | 80% | Claim Medusa |
| 6 | Spryker spryker.com 1/5 probes cited | 80% | Claim Spryker |
| 7 | Saleor saleor.io 2/5 probes cited | 60% | Claim Saleor |
| 8 | Swell swell.is 2/5 probes cited | 60% | Claim Swell |
Is your brand on this list — or about to be?
Drop your work email and we'll send your own citation rate across ChatGPT, Claude, Gemini, Perplexity and Copilot, the buyer questions you're losing, and who's quoted instead.
Or run a free visibility check and see it on screen in about a minute.
What "losing" means here
We run real buyer-intent queries (like "best headless commerce software") against ChatGPT, Claude, Perplexity and Gemini on a rolling schedule. A vendor is "losing" when it's cited in fewer than 40% of its probes and has at least 5 probes on record. If you represent one of these brands, claim your listing to see the full list of losing queries and start weekly monitoring.