AI Visibility Scorecard
V2L Workshop
v2lworkshop.com · Home & Living
Somewhat visible. AI bots can read V2L Workshop, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#395,243 of 1,373,970 in Home & Living for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
0
AI Adoption
iNone detected · 0/100
About V2L Workshop
from our crawl and measurement
"V2L Workshop is the UK's plain-English, fully-sourced guide to using an electric vehicle's V2L (vehicle-to-load) output as home backup and scheduled load-shifting. Written by a...." That is how V2L Workshop of Covent Garden, London introduces itself. Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
The site gets some of it right: it has structured data on the page (Organization, WebSite, Person), an llms.txt file for AI models, a sitemap. What holds it back is what is absent, including a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 5.1/10, V2L Workshop has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for V2L Workshop
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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.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/v2lworkshop
Cite this score: Engagemii (2026). "AEO Score for V2L Workshop." Retrieved from https://engagemii.com/aeo/brands/v2lworkshop
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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