AI Visibility Scorecard
James John Malcolm
jamesjohnmalcolm.com · Nonprofits
Somewhat visible. AI bots can read James John Malcolm, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Meta AI · Claude · Apple Intelligence
#175,679 of 827,052 in Nonprofits for AI visibility
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AI Naming Predictability
iNot yet computed
5
AEO Visibility
iBorderline · 5.3/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About James John Malcolm
from our crawl and measurement
James John Malcolm describes itself simply: "James John Malcolm's Portfolio with examples of his designs, coded up in css, html5 and some xhtml." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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
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 5.3/10, James John Malcolm has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for James John Malcolm
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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 August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jamesjohnmalcolm
Cite this score: Engagemii (2026). "AEO Score for James John Malcolm." Retrieved from https://engagemii.com/aeo/brands/jamesjohnmalcolm
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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