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AI Visibility Scorecard

Douglas Stuart

Douglas Stuart

Unclaimed

douglasdstuart.com · Media & Entertainment

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

AI engines read this profile 4 times

Meta AI · Claude

#165,780 of 1,911,848 in Media & Entertainment for AI visibility

6

/10

AEO Score

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About Douglas Stuart

from our crawl and measurement

Douglas Stuart describes itself simply: "Douglas Stuart, Author Website Listing books; Shuggie Bain, Loch Awe and other writing projects. Includes contact information and author events calendar." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.0 out of 10, readable in places and missing in others.

Our crawl found structured data on the page (WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Media & Entertainment
Last scored · Aug 7, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

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

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

6

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

10

Inbound links from other sites.

Domain Authority

4

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

1

Press and news coverage.

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 6/10, Douglas Stuart has a working base to build on - fixable, and the signals above are where to start.

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Picked for Douglas Stuart: 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 7, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Douglas Stuart." Retrieved from https://engagemii.com/aeo/brands/douglasdstuart

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

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