AI Visibility Scorecard
Collision Publishing
collisionpublishing.com · Education
Borderline visible. AI bots can crawl Collision Publishing, 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 5 times
Meta AI · Claude
#349,035 of 936,906 in Education for AI visibility
5
AEO Visibility
iBorderline · 5/10
50
Muse Index Score
iAI agent readiness
Transactable · 50/100
0
AI Adoption
iNone detected · 0/100
About Collision Publishing
from our crawl and measurement
"Collision Magazine has been the home of timely and original research for crash reconstructionists; always on the cutting edge of new and fresh papers and articles with a demonstrably real." That is how Collision Magazine and EDR User's Summit introduces itself. Its AI visibility score is 5.0 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
The 6 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
Good
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 5/10, Collision Publishing is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Collision Publishing
Which AI engines already crawl you
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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 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/collisionpublishing
Cite this score: Engagemii (2026). "AEO Score for Collision Publishing." Retrieved from https://engagemii.com/aeo/brands/collisionpublishing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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