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AI Visibility Scorecard

Untangled Work

Untangled Work

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untanglework.com · Education

Borderline visible. AI bots can crawl Untangled Work, 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

#460,719 of 904,856 in Education for AI visibility

4.8

/10

AEO Score

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About Untangled Work

from our crawl and measurement

Untangled Work, based in Memphis, TN, describes itself simply: "Untangled Work trains small and family-run business teams in Memphis and the Mid-South to hand repetitive work to AI, in plain English, on their actual work." When AI engines look at it, they find little to work with. It scores 4.8 out of 10.

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

Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, 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 · Education
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

4

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

Clear headings and answer-style content.

Entity Clarity

6

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

4

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

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

AI Discoverability

7

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 Trust

0

Little domain authority yet.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 4.8/10, Untangled Work is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Untangled Work: 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 August 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Untangled Work." Retrieved from https://engagemii.com/aeo/brands/untanglework

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

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