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AI Visibility Scorecard
John Mueller's randoms
johnmu.com · Technology
Somewhat visible. AI bots can read John Mueller's randoms, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#71,809 of 2,636,134 in Technology for AI visibility
6.6
/10
AEO Score
About John Mueller's randoms
from our crawl and measurement
John Mueller's randoms is a business whose own site puts it this way: "Will this change how your site appears in all search engines?." Its AI visibility score is 6.6 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.
AI crawlers have visited once 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
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 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
2
Forum and community discussion.
Social Mentions
3
Social discussion and mentions.
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 6.6/10, John Mueller's randoms has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for John Mueller's randoms
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnmu
Cite this score: Engagemii (2026). "AEO Score for John Mueller's randoms." Retrieved from https://engagemii.com/aeo/brands/johnmu
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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