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AI Visibility Scorecard

Caught Off Guard

Caught Off Guard

Unclaimed

caughtoffguard.net · Other

At 1.8/10, Caught Off Guard 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.

Monitoring for AI engine activity

In the Engagemii AEO index

2

AEO Visibility

i

Near-invisible · 1.8/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About Caught Off Guard

from our crawl and measurement

"Peeking over the edge of culture. Click to read Caught Off Guard, by Harry Hayes, a Substack publication." That is how Caught Off Guard introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.8 out of 10.

Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.

Industry · Other
Last scored · Sep 15, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

2

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

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

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

AI Discoverability

2

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

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 1.8/10, Caught Off Guard is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Caught Off Guard: 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 September 15, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/caughtoffguard-net

Cite this score: Engagemii (2026). "AEO Score for Caught Off Guard." Retrieved from https://engagemii.com/aeo/brands/caughtoffguard-net

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

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