AI Visibility Scorecard
ericpfahl.com · Technology
Somewhat visible. AI bots can read Random walks., but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Claude · Meta AI
#566,342 of 2,705,024 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Random walks. is a business whose own site puts it this way: "A reparameterization of the Weibull distribution Real-world data is often messy." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
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
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Good
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
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 5.3/10, Random walks. has a working base to build on - fixable, and the signals above are where to start.
How long is a satellite visible from the ground?
It's a clear, dark night. You look up and gaze at the stars, shining reminders that the universe is vast and wonderful. While you're peacefully basking in the light of distant suns, you notice one bright dot is out of place. It's moving. But 18 Mar 2023 3 min read
Is this your brand?
The exact fixes for Random walks.
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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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ericpfahl
Cite this score: Engagemii (2026). "AEO Score for Random walks.." Retrieved from https://engagemii.com/aeo/brands/ericpfahl
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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