AI Visibility Scorecard
Tom Forth's weblog: economics, data, and AI.
tomforth.co.uk · Technology
Somewhat visible. AI bots can read Tom Forth's weblog: economics, data, and AI., but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude
#100,222 of 2,704,887 in Technology for AI visibility
87
5
AEO Visibility
iBorderline · 5.4/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
2
AI Adoption
iBasic · 2/100
About Tom Forth's weblog: economics, data, and AI.
from our crawl and measurement
Tom Forth's weblog: economics, data, and AI. describes itself simply: "I'm Tom Forth, Head of Data at Open Innovations, CTO and cofounder of The Data City, and boss at imactivate. But this is my personal website. I write a lot about UK regional...." Its AI visibility score is 5.4 out of 10: the engines can find it, but they do not have much to hold on to.
Under the hood there is structured data on the page (Person) and substantial page content, but the score is capped by what is missing: an llms.txt file, a sitemap, a heading structure that lays out what it offers.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Weak
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
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Good
Forum and community discussion.
Social Mentions
Good
Social discussion and mentions.
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 5.4/10, Tom Forth's weblog: economics, data, and AI. has a working base to build on - fixable, and the signals above are where to start.
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tomforth-co-uk
Cite this score: Engagemii (2026). "AEO Score for Tom Forth's weblog: economics, data, and AI.." Retrieved from https://engagemii.com/aeo/brands/tomforth-co-uk
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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