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AI Visibility Scorecard

Robin MacArthur

Robin MacArthur

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robin-macarthur.com · Media & Entertainment

Somewhat visible. AI bots can read Robin MacArthur, but it is missing the structured signals that push citation rate above competitors.

Monitoring for AI engine activity

In the Engagemii AEO index

#533,205 of 1,898,195 in Media & Entertainment for AI visibility

5.3

/10

AEO Score

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About Robin MacArthur

from our crawl and measurement

Robin MacArthur describes itself simply: "About Robin Robin Marie MacArthur lives on the hillside farm where she was born in southern Vermont." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.

On the page itself the strengths are clear: a clear heading structure and sitemaps and entity links AI can follow. It is passable on a partly stated business identity, a few credibility markers and basic crawler access. What holds it back is structured data describing the business.

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. Those are earned elsewhere on the web, not fixed on the site itself.

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

Industry · Media & Entertainment
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

7

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

5

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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 Authority

2

Established authority for your domain.

Reference Presence

10

Recognized in AI knowledge graphs.

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 5.3/10, Robin MacArthur has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for Robin MacArthur

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Robin MacArthur: 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/robin-macarthur

Cite this score: Engagemii (2026). "AEO Score for Robin MacArthur." Retrieved from https://engagemii.com/aeo/brands/robin-macarthur

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

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