AI Visibility Scorecard
Vince Logan
guideddiscovery.com · Travel & Hospitality
At 1.91/10, Vince Logan is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Trust. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
Top 50% in Travel & Hospitality for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Travel & Hospitality average 11
Top 33% of Travel & Hospitality
See what's behind this score →1.91
AEO Visibility
iNear-invisible · 1.91/10
Travel & Hospitality average 1.4
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Travel & Hospitality average 4. Claim your page and Engagemii is your first.
See what's behind this score →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Travel & Hospitality average 17
See what's behind this score →0
About Vince Logan
from our crawl and measurement
Vince Logan is one of the businesses we track in the Travel & Hospitality space. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.91 out of 10.
Our crawl found structured data on the page (BreadcrumbList, Organization, WebPage) and a readable heading structure. It is missing an llms.txt file and a sitemap.
- Company ·
- Vince Logan
- Website ·
- guideddiscovery.com
- Industry ·
- Travel & Hospitality
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 1.91/10, Vince Logan is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
What Am I Doing?
As a former police officer and recently retired teacher, I am doing my part. From publishing the best children's books to raising thousands for local charities to making sure that our government is being honest and transparent to providing the drinks at a local pub. I'm doing my part.
Is this your brand?
The exact fixes for Vince Logan
Which AI engines already crawl you
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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 November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/guideddiscovery
Cite this score: Engagemii (2026). "AEO Score for Vince Logan." Retrieved from https://engagemii.com/aeo/brands/guideddiscovery
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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