#89,718 OF 262,264 IN MANUFACTURING & INDUSTRIAL
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AI Visibility Scorecard
TM Engineering
tm-engineering.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl TM Engineering, 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 2 times
Claude · Apple Intelligence
#89,718 of 262,264 in Manufacturing & Industrial for AI visibility
5
AEO Visibility
iBorderline · 5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About TM Engineering
from our crawl and measurement
Home is a business whose own site puts it this way: "A world-leading manufacturer of sample preparation and alluvial mining systems. Providing solutions to assayers for analytical laboratories for over 40 years." Its AI visibility score is 5.0 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clearly stated business identity and crawler access and the files AI engines look for. It is passable on a workable page structure and a few credibility markers. What holds it back is sitemaps and entity links AI can follow and structured data describing the business.
Off the page, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5/10, TM Engineering is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for TM Engineering
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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/tm-engineering
Cite this score: Engagemii (2026). "AEO Score for TM Engineering." Retrieved from https://engagemii.com/aeo/brands/tm-engineering
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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