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AI Visibility Scorecard
KATHRYN ROBSON
krobsobworks.com · Food & Beverage
At 1.5/10, KATHRYN ROBSON is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,336,161 of 1,353,112 in Food & Beverage for AI visibility
1.5
/10
AEO Score
About KATHRYN ROBSON
from our crawl and measurement
"<p><span style=font-size:17px>Kathryn Robson is a producer, editor, writer, researcher and storyteller, based out of Toronto and Los Angeles.</span></p>." That is how KATHRYN ROBSON introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.3 out of 10.
The page falls short on structured data describing the business, a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt, a heading structure that lays out what it offers, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
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. Those are earned elsewhere on the web, not fixed on the site itself.
There is not much on the page to read either, about 27 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
3
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
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
1
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
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 1.5/10, KATHRYN ROBSON is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for KATHRYN ROBSON
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/krobsobworks
Cite this score: Engagemii (2026). "AEO Score for KATHRYN ROBSON." Retrieved from https://engagemii.com/aeo/brands/krobsobworks
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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