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AI Visibility Scorecard
illuminations-for-developers.com · Technology
Somewhat visible. AI bots can read Illuminations for Developers, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude
#112,245 of 2,637,498 in Technology for AI visibility
6.4
/10
AEO Score
from our crawl and measurement
"I’m not trying to shame you, I’m giving you the reality." That is how Illuminations for Developers introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.4 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization), 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).
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
3
Forum and community discussion.
Social Mentions
0
No social discussion found yet.
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 6.4/10, Illuminations for Developers has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Illuminations for Developers
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/illuminations-for-developers
Cite this score: Engagemii (2026). "AEO Score for Illuminations for Developers." Retrieved from https://engagemii.com/aeo/brands/illuminations-for-developers
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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