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AI Visibility Scorecard
Debbie MacPherson
debbiemacpherson.com · Food & Beverage
Borderline visible. AI bots can crawl Debbie MacPherson, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#954,590 of 1,351,490 in Food & Beverage for AI visibility
3.5
/10
AEO Score
About Debbie MacPherson
from our crawl and measurement
Debbie MacPherson, based in Totnes, ENG, describes itself simply: "Debbie MacPherson Atelier - Bespoke leather & cork bags and accessories, individually handcrafted in our Totnes workshop, South Devon, UK." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
On its own pages the site does well on a clearly stated business identity and crawler access and the files AI engines look for. It is passable on some structured data. What holds it back is a heading structure that lays out what it offers, sitemaps and entity links AI can follow and credibility markers like credentials or reviews.
Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
There is not much on the page to read either, about 56 words.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.5/10, Debbie MacPherson is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Debbie MacPherson
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/debbiemacpherson
Cite this score: Engagemii (2026). "AEO Score for Debbie MacPherson." Retrieved from https://engagemii.com/aeo/brands/debbiemacpherson
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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