Proprietary analysis

The AI Scorecard

AI agents and conversational search are becoming the shop window to product discovery. We score ecommerce retailers on how well LLMs and AI shopping assistants can find, read and recommend their products, then publish where everyone ranks.

Forewords

“We've spent months testing how agents actually read ecommerce sites. The gap between what looks fine to a shopper and what parses cleanly for a machine is far wider than most brands expect.”
Adam Preston, SEO Director, Summit

Adam Preston

SEO Director, Summit

“Visibility in AI answers isn't a proxy for search rankings — it's a separate discipline. This index is the first time we've seen those signals measured consistently across a whole retail category.”
Chris Donnelly, CEO, Searchable

Chris Donnelly

CEO, Searchable

The leaderboard

Retailer
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How we score

Every retailer is measured across nine technical signals read straight from the site. Two further dimensions — AI Visibility and AI Sentiment — are powered by Searchable and measure how the brand actually shows up in AI answers.

01Crawl
Whether AI crawlers can see your content at all, or if it's hidden behind code they can't run.
02Structured data
The markup that gives AI the facts it needs to compare your products to others.
03Content
Is your copy clear and detailed enough for an AI to summarise and quote?
04LLM signals
Does your site look like a trusted authority, with the right expertise and credentials?
05Headings
A logical structure that helps systems understand what each page is actually about.
06Metadata
Titles and descriptions that help define your page's identity.
07Internal links
How your content connects to the pages where people actually buy things.
08Alt text
Descriptions that help AI "see" and understand your images.
09ARIA
The background labels that tell agents what different buttons and menus actually do.
AI Visibility
How often the brand surfaces in AI-generated answers.
AI Sentiment
How positively AI systems describe the brand when they do.

Request your personalised report

Tell us who you are and we'll prepare a personalised AI Scorecard for your brand and send the link directly to you.

See a live sample: Nike — 8.1