AI Visibility Scorecard
garylarizza.com · Education
Borderline visible. AI bots can crawl garylarizza.com, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#608,285 of 937,379 in Education for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"My first day at Puppet, James Turnbull sat me down next to Jeff McCune and waited for things to happen. That was partly because he knew that Jeff& …." That is how Shit Gary Says introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 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.
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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.
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 4.3/10, garylarizza.com is crawlable but under-signaled - fixable, and the signals above are where to start.
What is data and what is code?
This issue of what constitutes data is the first wrinkle in devising what I call a data escalation path. For background reading, the Puppet docs page on roles and profiles does a great job of describing the difference between a component module and a profile.
Why an escalation path?
The decisions you make when writing Puppet manifests will seldom be plain and obvious. Instead of focusing on whether something is in the right place, it’s better to think about the ways that complexity can help you solve problems. You can absolutely put everything you would consider data inside Hiera, and that would immediately provide you a way to handle most use cases.
Can/Should we also put other modules inside the Control Repo?
Once you add the site directory to $modulepath, it opens up that directory to be used as a place for storing ANY Puppet modules.
Who owns what?
One of the biggest factors to influence where Puppet modules should be managed is the split of which teams own which decisions.
What the hell is ‘Data’ anyhow?
This point has single-handedly caused more people to come up and argue with me. I’m not kidding. I shit you not, I’ve had people legitimately *SCREAM* at me about how wrong I was with my opinions here.
Is this your brand?
The exact fixes for garylarizza.com
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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 October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/garylarizza
Cite this score: Engagemii (2026). "AEO Score for garylarizza.com." Retrieved from https://engagemii.com/aeo/brands/garylarizza
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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