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AI Visibility Scorecard
wingolog
wingolog.org · Nonprofits
Somewhat visible. AI bots can read wingolog, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · ChatGPT
#1,484 of 361,659 in Nonprofits for AI visibility
6.8
/10
AEO Score
About wingolog
from wingolog.org
wingolog: A mostly dorky weblog by Andy Wingo
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
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
1
Press and news coverage.
Community
9
Forum and community discussion.
1
Reddit mentions and discussion.
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 6.8/10, wingolog has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for wingolog
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on May 23, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/wingolog-org
Cite this score: Engagemii (2026). "AEO Score for wingolog." Retrieved from https://engagemii.com/aeo/brands/wingolog-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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