AI Visibility Scorecard
Engine Cooling Equipment
engine-cooling.com · Manufacturing & Industrial
At 2.12/10, Engine Cooling Equipment is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Backlinks and Domain Authority. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
Top 50% in Manufacturing & Industrial for AI visibility
15
AI Naming Predictability
iRarely named · 15/100
Manufacturing & Industrial average 14
Top 45% of Manufacturing & Industrial
See what's behind this score →2.12
AEO Visibility
iNear-invisible · 2.12/10
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 →0
Muse Index Score
iAI agent readiness
Basic · 0/100
Manufacturing & Industrial average 18
See what's behind this score →0
About Engine Cooling Equipment
from our crawl and measurement
"SHT Engine Cooling designs, manufactures and supplies a wide range of engine cooling systems and cooling packs for various industries." That is how Engine Cooling Equipment introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.12 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have read this profile 2 times in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Engine Cooling Equipment
- Website ·
- engine-cooling.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
Weak
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 2.12/10, Engine Cooling Equipment is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Why Choose SHT?
SHT Engine Cooling manufactures a wide range of engine cooling systems and packs, designed to meet our customer’s needs exactly. Whatever the environment, required operating temperatures, fluid pressures or available air-flows, our engine cooling products are engineered to provide the optimal solution.
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.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/engine-cooling
Cite this score: Engagemii (2026). "AEO Score for Engine Cooling Equipment." Retrieved from https://engagemii.com/aeo/brands/engine-cooling
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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