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AI Visibility Scorecard
Doug's Compendium of Stuff
dseifert.net · Technology
Somewhat visible. AI bots can read Doug's Compendium of Stuff, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Meta AI · Claude · ChatGPT
#463,602 of 2,642,344 in Technology for AI visibility
5.5
/10
AEO Score
About Doug's Compendium of Stuff
from our crawl and measurement
"Doug Seifert: A Compendium of Stuff. Random thoughts, ramblings, code and other stuff by an experienced software engineer and architect specializing in ruby, rails and Java web and server." That is how Doug's Compendium of Stuff introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
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
4
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
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.5/10, Doug's Compendium of Stuff has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Doug's Compendium of Stuff
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Weekly ChatGPT & Claude citation tracking
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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/dseifert-net
Cite this score: Engagemii (2026). "AEO Score for Doug's Compendium of Stuff." Retrieved from https://engagemii.com/aeo/brands/dseifert-net
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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