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AI Visibility Scorecard
Starfound Industrial Sdn Bhd
starfoundgroup.com · Automotive
Borderline visible. AI bots can crawl Starfound Industrial Sdn Bhd, 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
#134,586 of 322,237 in Automotive for AI visibility
4.7
/10
AEO Score
About Starfound Industrial Sdn Bhd
from our crawl and measurement
Industrial Equipment & Spare Parts Supplier is a Shah Alam business whose own site puts it this way: "Starfound Industrial Sdn Bhd: Spare parts - Brand of products we supply include: Fleetguard, Donaldson, Wix, Baldwin, Parker Racor, Caterpillar, Perkins, Sperre, Hatlapa, Sperre, Tanabe." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 4.7/10, Starfound Industrial Sdn Bhd is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Starfound Industrial Sdn Bhd
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 Starfound Industrial Sdn Bhd.
Source & Attribution
Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/starfoundgroup
Cite this score: Engagemii (2026). "AEO Score for Starfound Industrial Sdn Bhd." Retrieved from https://engagemii.com/aeo/brands/starfoundgroup
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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