AI Visibility Scorecard
evstats.org · Automotive
Borderline visible. AI bots can crawl EVStats, 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 3 times
ShapBot · Claude
#66,042 of 365,621 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
Automotive average 0.0
0 relationships · Automotive average 5
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
from our crawl and measurement
EVStats is a business whose own site puts it this way: "EVStats is a free catalog of 1,390 electric cars. Compare range, battery, DC charge, and price. Specs first, not a dealer." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (WebSite, Organization, WebApplication), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4/10, EVStats is crawlable but under-signaled - fixable, and the signals above are where to start.
How to use this EV database?
This homepage is the front door to an EV database, not a news desk. Search 1,390 battery-electric cars, then open a model page or a ranked list. Range, pack kWh, DC peak, and catalog price come from the same table. That is the job. If you typed “ev database” looking for ev-database.org, that is a different site. We do the same spec work and add tools they do not ship here. A constraint belongs on a leaderboard.
Is this your brand?
The exact fixes for EVStats
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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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Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/evstats-org
Cite this score: Engagemii (2026). "AEO Score for EVStats." Retrieved from https://engagemii.com/aeo/brands/evstats-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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