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AI Visibility Scorecard
Justin Wood's blog
ankhers.dev · Technology
At 0.9/10, Justin Wood's blog is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,834,512 of 2,836,686 in Technology for AI visibility
0.9
/10
AEO Score
About Justin Wood's blog
from our crawl and measurement
Justin Wood's blog describes itself simply: "Justin Wood's blog May 22, 2024 Application Entry Points September 2, 2022 Introduction To Postgres Query Debugging February 22, 2022 Side Effects in Programming Have something to say about." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 0.9 out of 10.
The page falls short on structured data describing the business, a heading structure that lays out what it offers, a clearly stated business identity, credibility markers like credentials or reviews, the technical files AI engines look for, such as llms.txt or an open robots.txt and sitemaps and entity links AI can follow.
Off the page, almost no other sites link to it, 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. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
1
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
2
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
1
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 0.9/10, Justin Wood's blog is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Justin Wood's blog
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ankhers-dev
Cite this score: Engagemii (2026). "AEO Score for Justin Wood's blog." Retrieved from https://engagemii.com/aeo/brands/ankhers-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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