AI Visibility Scorecard
EV Field Notes
evfieldnotes.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl EV Field Notes, 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
#243,044 of 267,815 in Manufacturing & Industrial for AI visibility
3
AEO Visibility
iNear-invisible · 3.2/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About EV Field Notes
from our crawl and measurement
"Charging cost and range tools for BYD and other Chinese EVs, built on manufacturer data and one owner's continuous log." That is how Charging costs for Chinese electric cars EV Field Notes introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.2 out of 10.
Our crawl found structured data on the page (Organization, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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 3.2/10, EV Field Notes is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is coming?
Real-world range by temperature, rapid charging costs across the main networks, and running-cost comparisons against petrol. Australia and New Zealand follow once their electricity pricing is properly sourced — it works differently from the UK and deserves more than a copied number.Figures verified 2026-09-12.Written and measured by one owner running a BYD Atto 3.How these numbers are worked outAboutPrivacy
Is this your brand?
The exact fixes for EV Field Notes
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for EV Field Notes.
Source & Attribution
Scored by Engagemii on September 28, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/evfieldnotes
Cite this score: Engagemii (2026). "AEO Score for EV Field Notes." Retrieved from https://engagemii.com/aeo/brands/evfieldnotes
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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