AI Visibility Scorecard
Automano
automano.com · Automotive
Borderline visible. AI bots can crawl Automano, 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
#66,068 of 365,616 in Automotive for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Automotive average 5
Top 7% of Automotive
See what's behind this score →4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Automotive average 5. Claim your page and Engagemii is your first.
See what's behind this score →80
Muse Index Score
iAI agent readiness
Transactable · 80/100
Automotive average 16
See what's behind this score →0
About Automano
from our crawl and measurement
Free VIN Decoder, based in Hong Kong, describes itself simply: "Free VIN decoder using real government data from NHTSA, MOT History, and DVLA. Check recalls, complaints, odometer readings. No signup required." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (Organization, LocalBusiness, WebSite), an llms.txt file for AI models and a readable heading structure. It is missing a sitemap.
- Company ·
- Automano
- Website ·
- automano.com
- Industry ·
- Automotive
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Sep 1, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 read your site and name it in answers. At 4/10, Automano is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why use Automano?
Avoid scamsGovernment databases record accidents, recalls, and odometer readings. Check them before you buy to avoid expensive surprises.Negotiate betterWith real government data in hand, you have concrete facts to negotiate. Know the real history before you agree on a price.Results in 30 secondsNo need to wait 48h for an expert.
Is this your brand?
The exact fixes for Automano
Which AI engines already crawl you
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on September 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/automano
Cite this score: Engagemii (2026). "AEO Score for Automano." Retrieved from https://engagemii.com/aeo/brands/automano
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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