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AI Visibility Scorecard
certifiedscion.com · Automotive
Borderline visible. AI bots can crawl North Hollywood Toyota, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#169,906 of 348,756 in Automotive for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Toyota Dealer in North Hollywood, CA is a North Hollywood, CA business whose own site puts it this way: "Tuesday, Wednesday, and Thursday only - Install Genuine Toyota oil filter & oil (up to 5 quarts) - Multipoint inspection including battery test & wiper inspection - Check air cabin filter." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
Our crawl found structured data on the page (WebSite, AutoDealer, Offer), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 4.4/10, North Hollywood Toyota is crawlable but under-signaled - fixable, and the signals above are where to start.
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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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Scored by Engagemii on September 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/certifiedscion
Cite this score: Engagemii (2026). "AEO Score for North Hollywood Toyota." Retrieved from https://engagemii.com/aeo/brands/certifiedscion
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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