Fully purchasable to any human on the page. Machines saw sold out, so they recommended something else.
For ecommerce brands
Your customers' buying journey doesn't start on Google. It starts on ChatGPT.
Shoppers describe exactly what they want, and the AI builds their short list in seconds. If it gets your price, stock, or specs wrong, the sale goes to a competitor and you never see it happen.
The shopping journey moved.
It used to start with a Google search and a few open tabs. Now it starts with a sentence: 'waterproof hiking boots, size 11, under $150, here by Friday.' The AI reads your product data, decides in seconds whether you qualify, and shows the shopper three options. You're either on that list, represented accurately, or you're invisible. There is no page two.
waterproof hiking boots, size 11, under $150, here by Friday
Here are three options that match:
TrailPeak Ridge WP$129Arrives Friday
Summit Co. Stormline$142Arrives Friday
NorthTrace Approach$118Arrives Friday
This channel is already in your data. Open GA4 and filter for chatgpt.com. That traffic is shoppers who asked an AI first.
AI assistants don't see your site the way customers do.
We tested five brands in one category across ChatGPT, Gemini, Perplexity, and Claude. All five had at least one verified error misleading AI shoppers. Among them:
What the shopper sees
Everline Daily Multivitamin Gummies
What the machine reads
product_title: Everline Daily Multivitamin Gummies
price: $39.99
availability: [missing]
count: 60 gummies
serving_size: 2 gummies daily
subscription_option: Available
delivery_estimate: Arrives in 2 days
Illustrative example. Both views describe the same product.
The AI quoted an old price from a stale feed and the shopper arrived to a different number.
Sent away from the brand's own store, at worse margins, because the AI couldn't confirm the brand's own checkout.
'Machine washable' was right there in the page copy but never made it into the data machines read, so the product got disqualified from the exact question it should have won.
Losing the shortlist never shows up in your analytics. The shopper never bounced. They never arrived.
The result: AI quotes your real price, your real stock, your real policies.
We test how AI assistants handle your priority products, show you every verified error, fix them (or hand your developers exact specifications when the fix lives in your stack), then rerun the original tests so you can see the before and after yourself.
You are not buying a dashboard, a score, or a 40-page report. You get a corrected, verified condition: your products accurately represented and purchasable everywhere AI shoppers ask.
Before
Bestseller reads as out of stock
AI quotes an outdated price
Shoppers routed to resellers
After
Availability reads correctly
Price matches your store
Shoppers land on your checkout
See how AI handles your products today.
Send one priority product. We'll test it and show you one issue worth investigating, or tell you it looks healthy. Free either way.