Consumer AI is telling your shoppers where to buy.

When shoppers in your city ask for what you sell, they’re sent to a competitor this often, and here’s the reason.

That is the report. Every blank is a count: how many answers named them, out of how many we asked.

ChatGPT, Claude, Gemini and Perplexity answer shopping questions all day, and they name stores. We ask them the questions your shoppers ask, from the places your shoppers ask them, over and over, and count who gets named. Where an assistant tells a shopper something your own site contradicts, we print both: it says your returns window is 14 days, your site says 30. That is the reason, proved.

See a real run (names withheld) Sample journey report

Measure, fix, measure again

Measure. We ask the assistants your shoppers’ questions and count every answer. Ask them the same way and the number comes back inside the same range.
Fix. Each proved item names the page, the field and who owns it — your IT team, marketing, or whoever sets shipping.
Measure again. Same questions, same version, same counts, so the difference is your fix and not the weather.

That loop is the subscription. The same panel re-runs each period, your fixes are recorded against it, and the report says what moved. Nothing alerts unless a count moves outside its range, a claim about your store starts or stops disagreeing with your site, or your door changes.

Three ways in

Teaser

What we send when nobody asked us: two questions a shopper would type, four assistants, a handful of answers each, plus the public pages any search engine already reads. One sentence, its counts, and the reasons the assistants gave. The count is honest and its range is wide, which is the argument for the panel.

Paid panel

You name the competitors, the questions that carry your revenue and the places that matter. More questions, each put to every assistant over and over, your live offer read off your own pages, the proved findings with an owner each, and the purchase attempts below.

Monitoring

The same panel re-run each period, under the same version it ran under before, with your fixes recorded as done. You get what moved.

Can an agent complete a purchase?

One thing the counts can’t tell you: whether an AI shopper can actually buy from you. So we drive real browser agents through your funnel — find the product, pick the variant, add to cart, reach checkout — and stop them dead at the payment screen. No card field is ever touched. No order is ever placed.

This runs on your store only, with your say-so, inside the paid panel. Every step keeps its screenshot, so a failure is a picture rather than a claim.

New to agent commerce?

Most merchants are. Who the AI shoppers are, what Web Bot Auth, UCP, ACP and the agent-payment standards actually do, and what’s worth doing first — one page, in plain words, kept current as the standards are adopted.

Read the explainer

The paid panel

$200

One panel: your competitors, your questions, your places, the proved findings with owners, and the consented purchase attempts. One-off. Monitoring re-runs that panel each period — ask us for that price.

Get a panel