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AI Visibility Scorecard
James Harding
jameshard.ing · Technology
Somewhat visible. AI bots can read James Harding, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Claude · ChatGPT · Apple Intelligence
#155,208 of 2,650,397 in Technology for AI visibility
6.2
/10
AEO Score
About James Harding
from our crawl and measurement
James Harding describes itself simply: "James Harding: British Airways A350 First Officer and computer engineer. Aviation, software projects, and 3D printing adventures." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.2 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Person, ProfilePage). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
8
Forum and community discussion.
Social Mentions
0
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, James Harding has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for James Harding
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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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/jameshard-ing
Cite this score: Engagemii (2026). "AEO Score for James Harding." Retrieved from https://engagemii.com/aeo/brands/jameshard-ing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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