AI Visibility Scorecard
John Kavanagh
john-kavanagh.com · Technology
Somewhat visible. AI bots can read John Kavanagh, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 11 times
Meta AI · Claude · Apple Intelligence
#102,298 of 2,707,397 in Technology for AI visibility
6
AEO Visibility
iVisible · 6.2/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
8
AI Adoption
iBasic · 8/100
About John Kavanagh
from our crawl and measurement
"The personal website, portfolio, and technical blog of John Kavanagh, an independent technical lead and senior software engineer in Brighton, UK." That is how John Kavanagh of Brighton, East Sussex introduces itself. Its AI visibility score is 6.2 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a partly stated business identity. What holds it back is structured data describing the business.
Off the page, other sites link to it. Beyond that, 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.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Strong
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
Good
Inbound links from other sites.
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 6.2/10, John Kavanagh has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
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Send the symptoms, constraints, and affected routes. I'll help identify whether the issue sits in the application, platform, content model, deployment path, or search surface.Get in touchAboutServicesCase StudiesArticlesResourcesTimelineAvailabilityContact+44 (0) 7736 [email protected] & ImprintPrivacySitemap© 2001 - 2026 John Kavanagh. All rights reserved.Redesigned and redeveloped often.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/john-kavanagh
Cite this score: Engagemii (2026). "AEO Score for John Kavanagh." Retrieved from https://engagemii.com/aeo/brands/john-kavanagh
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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