AI Visibility Scorecard
Making AI Work for Britain
futureofai.uk · Professional Services
Borderline visible. AI bots can crawl Making AI Work for Britain, 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
#454,418 of 526,401 in Professional Services for AI visibility
3
AEO Visibility
iNear-invisible · 3.4/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Making AI Work for Britain
from our crawl and measurement
Making AI Work for Britain Professor Alan W. Brown is a business whose own site puts it this way: "The home of the argument, the evidence, and the independent tracker of UK AI strategy delivery." When AI engines look at it, they find little to work with. It scores 3.4 out of 10.
Our crawl found structured data on the page (WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Weak
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.
Off-page authority
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.
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 3.4/10, Making AI Work for Britain is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How is the UK actually delivering?
The book makes 25 specific, testable recommendations against a five-year roadmap. The UK AI Watch tracker scores government progress against each one, updated every quarter. This is the baseline — set at publication in April 2026.
Is this your brand?
The exact fixes for Making AI Work for Britain
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 September 29, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/futureofai-uk
Cite this score: Engagemii (2026). "AEO Score for Making AI Work for Britain." Retrieved from https://engagemii.com/aeo/brands/futureofai-uk
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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