Answer engine visibility

Get recommended by AI. Correctly.

Your customers now ask ChatGPT what to buy. It already has an opinion about your products, and it is often wrong or missing entirely.

Free audit. We run the real questions your customers ask and send you the screenshots.

A customer asks

Which magnesium glycinate supplement should I buy in the UK?

The answer

  1. 1Pure Encapsulations Healf
  2. 2Futuro Labs Amazon UK
  3. 3BetterYou Holland & Barrett
  4. 4Your shop not mentioned

Across every product category we have audited, the reason the model gave for its choice was never price and never brand recognition. Every time it was the same thing: the specifications stated on the page.

[01] How it works

From invisible to recommended.

01

Your page as it is now

Specifications live in prose, images and PDFs. A shopper can read them. A model cannot reliably extract them.

02

The facts a model selects on

Extract ratio, percentages, origin, dosage, certification, availability. Stated explicitly, in the form the model actually reads.

form:           magnesium bisglycinate
elemental_mg:   200 mg
chelate:        TRAACS
third_party:    tested
ships_from:     UK

03

The answer your customer sees

Your product named in the shortlist, with the right numbers beside it, in the engines your buyers actually use.

[02] Evidence

We ran it. Here is what came back.

We asked ChatGPT which magnesium glycinate to buy in the UK. It named five brands, and for every one of them it also named the shop to buy it from.

Healf. Amazon. Holland & Barrett. That is the part most people miss: the model does not just pick a product, it picks where you buy it. If your shop is not the one named, the sale goes elsewhere even when your brand wins.

And the lists move. In our own tracking one brand went from third place to absent in a single day. That is the point: it is winnable, not fixed.

ChatGPTPerplexityGoogle AI OverviewsClaudeGemini
ChatGPT answering which magnesium glycinate supplement to buy in the UK, naming five brands and the shop to buy each one from
Live answer, captured 5 September 2026. Unedited.

See what AI says about your shop.

Tell us your shop and we will run the real questions your customers ask, then send you the screenshots and what is driving the result.

No account, no install. We reply with the audit.