AI Visibility Scorecard
John Westhoff's Blog
johnwesthoff.com · Media & Entertainment
Borderline visible. AI bots can crawl John Westhoff's 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.
AI engines read this profile 6 times
Claude · Meta AI · ShapBot
#944,350 of 1,966,627 in Media & Entertainment for AI visibility
5
AEO Visibility
iBorderline · 4.6/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About John Westhoff's Blog
from our crawl and measurement
John Westhoff's Blog describes itself simply: "If you haven't guessed from the website title, you are on the blog of John Jeffrey Westhoff." When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
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
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
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 4.6/10, John Westhoff's Blog is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Um why was this server on Xenial???
Written Jan 13, 2026 - Project I tried adding that anagram solver from the last post, but Hugo fails to build on this server, because the OS was twelve years old. So I performed distro upgrades from 14 to 16 to 18 to 20 to 22 to 24. There’s not a lot installed here, so there wasn’t a ton to break. That said, the only thing that actually matters, apache2, suffered a poor fate.
Is this your brand?
The exact fixes for John Westhoff's Blog
Which AI engines already crawl you
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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/johnwesthoff
Cite this score: Engagemii (2026). "AEO Score for John Westhoff's Blog." Retrieved from https://engagemii.com/aeo/brands/johnwesthoff
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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