AI Visibility Scorecard
tomensom.com ยท Education
Borderline visible. AI bots can crawl Tom Ensom โ Digital Conservator, 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.
AI engines read this profile 1 times
Claude
#670,710 of 937,651 in Education for AI visibility
4
AEO Visibility
iBorderline ยท 4.1/10
0
Muse Index Score
iAI agent readiness
Not agent-ready ยท 0/100
0
AI Adoption
iNone detected ยท 0/100
from our crawl and measurement
Tom Ensom Digital Conservator describes itself simply: "About Me Digital Conservation Research & Teaching Professional Practice Publications ๐ Tom Ensom I am a freelance digital conservator based near London." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
On the page itself the strengths are clear: a clear heading structure. It is passable on a few credibility markers, basic crawler access and partial sitemap and link coverage. What holds it back is a clearly stated business identity and structured data describing the business.
Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, 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.
Strong ยท Good ยท Fair ยท Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
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 4.1/10, Tom Ensom โ Digital Conservator is crawlable but under-signaled - fixable, and the signals above are where to start.
๐ฟ What is Digital Conservation?
Digital media is vulnerable to loss: hard drives fail, computer hardware becomes rapidly obsolete and file formats fall out of use. Maintaining access to artworks that depend on digital media requires an active approach of monitoring, assessment and intervention.
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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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tomensom
Cite this score: Engagemii (2026). "AEO Score for Tom Ensom โ Digital Conservator." Retrieved from https://engagemii.com/aeo/brands/tomensom
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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