AI Visibility Scorecard
Fix Canada 23rd Edition by Jeff Willerton
fixcanada.ca · Media & Entertainment
Borderline visible. AI bots can crawl Fix Canada 23rd Edition by Jeff Willerton, 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 1 times
Claude
#1,232,900 of 1,965,124 in Media & Entertainment for AI visibility
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 Fix Canada 23rd Edition by Jeff Willerton
from our crawl and measurement
Fix Canada 23rd Edition by Jeff Willerton describes itself simply: "A collection of clear and penetrating essays on fixing Canada, originally written as weekly columns, each followed by updates incorporating historical context." 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 (Book), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Weak
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
Good
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
Weak
No inbound links found yet.
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, Fix Canada 23rd Edition by Jeff Willerton is crawlable but under-signaled - fixable, and the signals above are where to start.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fixcanada-ca
Cite this score: Engagemii (2026). "AEO Score for Fix Canada 23rd Edition by Jeff Willerton." Retrieved from https://engagemii.com/aeo/brands/fixcanada-ca
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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