AI visibility score
4.3/ 10Fair

#608,285 of 937,379 in Education

As of 2026-10-02 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

garylarizza.com

garylarizza.com

Unclaimed

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.

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In the Engagemii AEO index

#608,285 of 937,379 in Education for AI visibility

4

AEO Visibility

i

Borderline · 4.3/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About garylarizza.com

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.

Industry · Education
Last scored · Oct 2, 2026

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

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.

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

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 4.3/10, garylarizza.com is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

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?

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The exact fixes for garylarizza.com

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Picked for garylarizza.com: How-To

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 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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