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AI Visibility Scorecard
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
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.
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.
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.
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.
Is this your brand?
The exact fixes for Andrew Spanswick’s Weekly Musings
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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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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