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AI Visibility Scorecard
sigh.dev - Scott Cooper's dev blog
sigh.dev · Technology
Borderline visible. AI bots can crawl sigh.dev - Scott Cooper's dev blog, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,753,374 of 2,706,628 in Technology for AI visibility
4.3
/10
AEO Score
About sigh.dev - Scott Cooper's dev blog
from our crawl and measurement
"sigh.dev is Scott Cooper's dev blog about TypeScript, React, San Francisco, and the web." That is how sigh.dev introduces itself. When AI engines look at it, they find little to work with. It scores 4.3 out of 10.
The site gets some of it right: it has a readable heading structure. What holds it back is what is absent, 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
7
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
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
1
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
7
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 4.3/10, sigh.dev - Scott Cooper's dev blog is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for sigh.dev - Scott Cooper's dev 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/sigh-dev
Cite this score: Engagemii (2026). "AEO Score for sigh.dev - Scott Cooper's dev blog." Retrieved from https://engagemii.com/aeo/brands/sigh-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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