AI Visibility Scorecard
Kelvin Engineering Ltd
kelvinengineering.com · Manufacturing & Industrial
At 2.52/10, Kelvin Engineering Ltd is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Authority and News & Press. That is fixable, and the signals below show where to start.
AI engines read this profile 1 times
Claude
Top 10% in Manufacturing & Industrial for AI visibility
24
AI Naming Predictability
iRarely named · 24/100
Manufacturing & Industrial average 14
Top 23% of Manufacturing & Industrial
See what's behind this score →2.52
AEO Visibility
iNear-invisible · 2.52/10
Manufacturing & Industrial average 1.6
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Manufacturing & Industrial average 2. Claim your page and Engagemii is your first.
See what's behind this score →50
Muse Index Score
iAI agent readiness
Transactable · 50/100
Manufacturing & Industrial average 18
See what's behind this score →0
About Kelvin Engineering Ltd
from our crawl and measurement
Kelvin Engineering Ltd describes itself simply: "Kelvin Engineering designs and supplies high-quality forklifts, stackers, and warehouse equipment across the UK. Trusted since 1969." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.52 out of 10.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have read this profile once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Kelvin Engineering Ltd
- Website ·
- kelvinengineering.com
- Industry ·
- Manufacturing & Industrial
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page 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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 2.52/10, Kelvin Engineering Ltd is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Are Kelvin forklifts LOLER certified?
Yes all Kelvin forklifts are fully LOLER certified, meeting UK safety regulations.
Do you deliver across the UK?
We provide nationwide delivery, with setup and support options available.
What is the starting price of a Kelvin forklift?
Our mini forklifts start from £8,999, making them one of the most affordable certified options in the UK.
Can I hire instead of buying?
Yes, we offer both purchase and hire options to suit your business needs.
What industries use Kelvin forklifts?
Our forklifts are trusted by leading names in healthcare, logistics, retail, motorsport, and more.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Kelvin Engineering Ltd.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kelvinengineering
Cite this score: Engagemii (2026). "AEO Score for Kelvin Engineering Ltd." Retrieved from https://engagemii.com/aeo/brands/kelvinengineering
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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