AI Visibility Scorecard
Drew DeVault's blog
drewdevault.com · Media & Entertainment
Somewhat visible. AI bots can read Drew DeVault's blog, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
ChatGPT · Meta AI · Claude · Apple Intelligence
#353,291 of 1,966,161 in Media & Entertainment for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
4
AI Adoption
iBasic · 4/100
About Drew DeVault's blog
from our crawl and measurement
Drew DeVault's blog is a business whose own site puts it this way: "I’m a software engineer and I write here about free and open source software, politics, ethics, and philosophy." Its AI visibility score is 5.4 out of 10: the engines can find it, but they do not have much to hold on to.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 6 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Fair
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Weak
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 5.4/10, Drew DeVault's blog has a working base to build on - fixable, and the signals above are where to start.
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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/drewdevault
Cite this score: Engagemii (2026). "AEO Score for Drew DeVault's blog." Retrieved from https://engagemii.com/aeo/brands/drewdevault
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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