For E-commerce teams
Free audit · 2 minutesWhen a shopper asks an answer engine for the best product in a category, it recommends a handful of brands before they open a single store. Answer-engine visibility is whether yours is one of them.
Run this exact audit
FreeChatGPT · 2 prompts · free, once per 30 days
01 · The shift
Product discovery is moving from search results to written recommendations. A shopper asks “best X for Y” and the engine returns named brands with reasons, not a grid of paid listings. If your brand isn’t named, the sale happens somewhere else.
This page covers how answer engines decide which products to recommend, the shopper prompts behind it, and the moves that put your brand in the answer.
02 · The prompts
03 · The moves
Engines extract materials, sizing, compatibility, and price from readable text. A product page that hides its specs inside images or a JavaScript widget gives the model nothing to quote, so it recommends a competitor it can describe.
Recommendation answers lean heavily on corroborated sentiment. Genuine reviews — on your site and on third-party platforms — are the evidence a model uses to decide your product is worth naming. Never fabricate them.
Shoppers ask use-case questions, not brand questions. A clear, honest “best [product] for [need]” page — with the trade-offs spelled out — is the source engines prefer to quote over a generic catalog page.
04 · Keep reading
If you’re not named
The recommendation is made before anyone reaches your store. If your brand isn’t named, the sale closes in a place your traffic reports will never show.
Answer layer
Because it can read and corroborate their product information and can’t do the same for yours.
Models name brands they can describe accurately from machine-readable text and outside reviews.
Structured product data helps, but only when the same facts are visible in the page text.
Engines treat schema as a hint and the visible page as the source of truth — they should agree.
No.
A paid placement buys a slot; an answer-engine recommendation is the model naming you on merit inside its written answer. They are separate surfaces and you can win or lose each independently.
Run the shopper prompts for your category through the answer engines and record whether your brand is named, how it’s described, and which competitors appear with it.
The free audit does this for you.
Two minutes · one number
The free audit runs live probes with the buyer prompts above already filled in. You get the visibility number, the citations behind it, and three concrete moves — no fabricated metrics.