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AI Visibility Scorecard

Andrew 
Spanswick’s 
Weekly Musings

Andrew Spanswick’s Weekly Musings

Unclaimed

andrewspanswick.com · Travel & Hospitality

At 2.5/10, Andrew Spanswick’s Weekly Musings 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.

AI engines read this profile 3 times

Claude · Apple Intelligence · Meta AI

#403,481 of 432,772 in Travel & Hospitality for AI visibility

2.5

/10

AEO Score

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About Andrew Spanswick’s Weekly Musings

from our crawl and measurement

Andrew Spanswick’s Weekly Musings describes itself simply: "Welcome to Andrew Spanswick's Blog. Here you will find my personal musings on society, Chat GPT 4, homelessness, AI, small business issues, my travel adventures, and more of my social." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.5 out of 10.

On the page it is passable on a workable page structure and 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 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. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri). The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Travel & Hospitality
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

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

5

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

AI Discoverability

3

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 2.5/10, Andrew Spanswick’s Weekly Musings is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Andrew Spanswick’s Weekly Musings

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Andrew Spanswick’s Weekly Musings: 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 August 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Andrew Spanswick’s Weekly Musings." Retrieved from https://engagemii.com/aeo/brands/andrewspanswick

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

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