AI Visibility Scorecard
ef4's Dev Blog
eaf4.com · Technology
Somewhat visible. AI bots can read ef4's Dev Blog, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 9 times
Apple Intelligence · Claude · ShapBot
#323,789 of 2,707,789 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.6/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About ef4's Dev Blog
from our crawl and measurement
ef4's Dev Blog is a business whose own site puts it this way: "The limits of your language are the limits of your world." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.6 out of 10, readable in places and missing in others.
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 2 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
Good
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
Fair
Forum and community discussion.
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 5.6/10, ef4's Dev Blog has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
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Is this your brand?
The exact fixes for ef4's Dev Blog
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/eaf4
Cite this score: Engagemii (2026). "AEO Score for ef4's Dev Blog." Retrieved from https://engagemii.com/aeo/brands/eaf4
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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