ChatGPT doesn’t recommend your store. Here’s why.
You watched it name a competitor. Run the same check shopping agents run — get your store’s real agent-readiness score and the three fixes that lift you most.
The free Shopify app and WooCommerce plugin show which AI assistants already visit your store and which orders they bring. The check below scores how readable your pages are.
Six reasons AI shoppers skip a brand
Every recommendation an LLM makes is a synthesis across these dimensions. Score low on any two and you’re out of the answer.
Your product pages have no Product schema
Without JSON-LD on PDPs, agents can't reliably extract name, price, availability, or images. They skip you in favour of a brand they can parse.
Your reviews are visible to humans, not to agents
AggregateRating + Review schema is the #1 signal LLMs use to rank brands in shopping answers. Closed-schema reviews apps hide it.
Pricing is ambiguous in the markup
Sale state, currency, and the active price need to be in the Offer node. Ambiguous pricing makes agents skip you for a store they can quote.
Catalogue thin or images missing
Agents weight breadth + image coverage. Sparse catalogues with image gaps lose to mid-catalogue brands with complete metadata.
Nothing tells an agent you are ready to sell
Stock status, shipping costs and delivery times in the markup are how an agent decides a store is safe to send a shopper to. Without them, you stay in the consideration set and out of the answer.
Returns policy not discoverable
Agents factor returns risk into recommendations. A clear, structured returns page is a quiet ranking lift most brands ignore.
Two queries, two brand sets
“best D2C skincare brands for sensitive skin”
For sensitive skin, the brands that come up most consistently across product comparisons are Tower 28, ILIA Beauty, Drunk Elephant, Beautycounter, and Versed. Each has transparent ingredient lists and accessible review aggregations.
“best D2C apparel brand for sustainable basics”
Most-cited names for sustainable basics: Pact, Quince, Everlane, Outerknown, and Allbirds. Pact and Quince surface most often because both have detailed material-sourcing pages plus consistent product schema.
Three moves that change your score this week
See who’s above you
Brands ranked higher on agent-readiness in your cohort — and the patterns they share.
Open the leaderboardFix your PDPs
Schema-by-schema teardowns of D2C product pages that win citations — copy what works.
See agent-readable PDPsMeasure the AI traffic you already get
The free Shopify app or WooCommerce plugin counts visits from AI assistants and the orders they bring, so you can see whether fixes move anything.
See agent trafficFrontlane for ChatGPT Ads
Start with the free tracking.
See which AI assistants visit your store and which orders they bring. When you are ready, we set up and run ChatGPT Ads from your own ad account.