▲ 2.9 since Jun 2026
#16,852 OF 362,401 IN AUTOMOTIVE
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AI Visibility Scorecard
Ask the Ref
asktheref.org · Automotive
Somewhat visible. AI bots can read Ask the Ref, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI · Claude
#16,852 of 362,401 in Automotive for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Ask the Ref
from our crawl and measurement
"Search for answers to your Referee questionsSearchSmog Check Referee ProgramWhy do smog checks matter?California’s Smog Check Program helps improve the air we breathe." That is how Ask the Ref introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.9 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (FAQPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
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
1
Social discussion and mentions.
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 5.9/10, Ask the Ref has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Why do smog checks matter?
California’s Smog Check Program helps improve the air we breathe. Find out more!Read about air quality
Is this your brand?
The exact fixes for Ask the Ref
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Ask the Ref.
Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/asktheref-org
Cite this score: Engagemii (2026). "AEO Score for Ask the Ref." Retrieved from https://engagemii.com/aeo/brands/asktheref-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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