AI Visibility Scorecard
David Hutchison
devwithimagination.com · Technology
Somewhat visible. AI bots can read David Hutchison, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Claude · Apple Intelligence · Meta AI
#393,528 of 2,707,329 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.5/10
15
Muse Index Score
iAI agent readiness
Basic · 15/100
0
AI Adoption
iNone detected · 0/100
About David Hutchison
from our crawl and measurement
David Hutchison is a business whose own site puts it this way: "A personal blog by David Hutchison about software, self-hosting, home automation, and the occasional side quest." Its AI visibility score is 5.5 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 4 times 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
Weak
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
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
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 5.5/10, David Hutchison 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
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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/devwithimagination
Cite this score: Engagemii (2026). "AEO Score for David Hutchison." Retrieved from https://engagemii.com/aeo/brands/devwithimagination
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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