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AI Visibility Scorecard
Compiler Spotlight
compilerspotlight.substack.com · Technology
Somewhat visible. AI bots can read Compiler Spotlight, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#65,256 of 2,812,091 in Technology for AI visibility
6.7
/10
AEO Score
About Compiler Spotlight
from our crawl and measurement
"Programming language showcases and interviews with compiler developers. Click to read Compiler Spotlight, by Jeaye Wilkerson, a Substack publication with hundreds of subscribers." That is how Compiler Spotlight introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.6 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
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
4
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
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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
8
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
10
Press and news coverage.
Community
10
Forum and community discussion.
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 6.7/10, Compiler Spotlight has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Compiler Spotlight
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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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/compilerspotlight-substack
Cite this score: Engagemii (2026). "AEO Score for Compiler Spotlight." Retrieved from https://engagemii.com/aeo/brands/compilerspotlight-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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