AI Visibility Scorecard
Liam Toman
liamtoman.com · Media & Entertainment
Borderline visible. AI bots can crawl Liam Toman, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 12 times
Claude · Meta AI · Apple Intelligence · ShapBot
#233,814 of 1,966,263 in Media & Entertainment for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Liam Toman
from our crawl and measurement
Liamtoman is a Whitby, ON business whose own site puts it this way: "This website is set up by Liam Gabriel Toman's family in efforts to share information about Liam's disappearance on February 2, 2025, while on a ski trip with friends in Mont Tremblant." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.2/10, Liam Toman is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Liam Toman
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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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/liamtoman
Cite this score: Engagemii (2026). "AEO Score for Liam Toman." Retrieved from https://engagemii.com/aeo/brands/liamtoman
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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