Answer Engine Optimization for Shopify
Shoppers are buying from AI assistants today. Shopify records the source on every one of those orders — it just never adds them up. AEO Tuning does, using the order history you already have.
In review for the Shopify App Store
Last 60 days
AI assistants sent you at least 189.10 USD
Real output from a bookstore we measured. The grey slice is why we say at least — Shopify captured no source for those orders, and we will not guess.
The blind spot
This is not a rounding error — it is the reason most merchants believe AI sends them nothing. ChatGPT strips the referrer header on most visits, but it still tags the link. Tools that classify traffic by referrer alone file the whole session under “direct”.
The order is real. The attribution is lost.
In the store above, every single AI order matched this way — not one had a referrer.
How it works
Nothing is injected into your theme and nothing is written to your store. The data already exists; the app reads it.
Reads your order history and matches each order against the traffic-source fields Shopify stores. Results appear immediately — no waiting for new data to accumulate.
Fetches your live storefront the way an AI crawler would and checks ten things: bot access, robots.txt rules, JSON-LD, Product schema, identifiers, price in raw HTML. Run it a hundred times and you get the same answer.
Scores every product on the signals AI systems consume, ranks what to fix first, and exports the list as CSV with a direct link into your admin for each item.
A word about llms.txt
llms.txt is the headline feature of nearly every AEO app on the market. A study
of 137,000 domains found 97% of those files were never fetched by a single bot.
We do not generate one, and this site does not serve one.
What AI systems actually consume is the same thing search crawlers consume: your pages, your structured data, and a product identifier that ties an item to a real catalogue entry. That is what the audit checks, and it is why the app leads with money rather than a score out of 100.
Before you install
FAQ
Sixty days on install. Shopify limits order access to the last 60 days unless an app is granted extended access, which requires review of how the app handles protected customer data. That request is in progress; the window widens automatically once it is granted.
ChatGPT, Perplexity, Claude, Copilot and Gemini, matched by referrer host, UTM parameter, or the source field Shopify assigns — whichever is present. Orders arriving via Google or Bing are reported separately, because some of those may be Gemini or Copilot and that cannot be proven.
No. There is no script, tag or pixel. The app runs server-side against the Shopify Admin API and fetches your public storefront the same way any crawler would.
Measurement and the audit are free. A paid tier for bulk catalogue fixes is planned; the app is explicit inside the interface about which parts are not built yet.
Early access
The app is in review for the Shopify App Store. Send us your store domain and we will let you know the moment it is live — or run the measurement for you and send back the figure.