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AI Visibility Scorecard

Larry Frolich

Larry Frolich

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larryfrolich.com Β· Education

At 2.6/10, Larry Frolich is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

AI engines read this profile 3 times

Apple Intelligence Β· Claude

#831,461 of 876,964 in Education for AI visibility

2.6

/10

AEO Score

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About Larry Frolich

from our crawl and measurement

Larry Frolich is a business whose own site puts it this way: "anatomy and physiology other courses Environmental Sciences anatomy and physiology legacy sites projects presentations quotes, cartoons, etc." As far as answer engines are concerned it may as well not exist yet: 2.6 out of 10.

The page falls short on sitemaps and entity links AI can follow, structured data describing the business, a heading structure that lays out what it offers, a clearly stated business identity, credibility markers like credentials or reviews and the technical files AI engines look for, such as llms.txt or an open robots.txt.

Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri). There is not much on the page to read either, about 41 words.

Industry Β· Education
Last scored Β· Aug 1, 2026

The 6 signals AI reads

Higher is better Β· 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

1

Clear headings and answer-style content.

Entity Clarity

1

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

1

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

3

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

5

Inbound links from other sites.

Domain Authority

1

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 2.6/10, Larry Frolich is crawlable but under-signaled - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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Picked for Larry Frolich: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/larryfrolich

Cite this score: Engagemii (2026). "AEO Score for Larry Frolich." Retrieved from https://engagemii.com/aeo/brands/larryfrolich

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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