AI VISIBILITY SCOREAS OF 2026-08-01 ยท ENGAGEMII INDEX
3.4/ 10

#778,633 OF 930,695 IN EDUCATION

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES ยท SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE โ†’THE INDEX โ†’

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AI Visibility Scorecard

Cottage Worker

Cottage Worker

Unclaimed

cottageworker.com ยท Education

Borderline visible. AI bots can crawl Cottage Worker, 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.

AI engines read this profile 1 times

Claude

#778,633 of 930,695 in Education for AI visibility

3

AEO Visibility

i

Near-invisible ยท 3.4/10

5

Muse Index Score

i

AI agent readiness

Basic ยท 5/100

0

AI Adoption

i

None detected ยท 0/100

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About Cottage Worker

from our crawl and measurement

Cottage Worker is a business whose own site puts it this way: "This first version named the YACC1 (Yet Another Custom CPU) uses basic 74xx TTL logic and whenever possible basic gates, no 74181 ALU, no FPGA (that would be cheating ๐Ÿ™‚ )." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.

On its own pages the site does well on a clear heading structure. It is passable on basic crawler access. What holds it back is a clearly stated business identity, sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.

Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, 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.

The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry ยท Education
Last scored ยท Aug 1, 2026

The 6 signals AI reads

Higher is better ยท 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

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

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

4

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

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 3.4/10, Cottage Worker is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Cottage Worker: 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.

Continue reading in your free Engagemii portal

Free signup unlocks the full article plus your personalized AEO fix list for Cottage Worker.

Source & Attribution

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

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

Cite this score: Engagemii (2026). "AEO Score for Cottage Worker." Retrieved from https://engagemii.com/aeo/brands/cottageworker

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

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