AI Visibility Scorecard
Celestial Ventures Sdn. Bhd
celestialventures.com.my · Manufacturing & Industrial
Borderline visible. AI bots can crawl Celestial Ventures 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.
AI engines read this profile 2 times
Claude · Parallel
#90,303 of 270,416 in Manufacturing & Industrial for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Manufacturing & Industrial average 14
Top 66% of Manufacturing & Industrial
See what's behind this score →4
AEO Visibility
iBorderline · 4/10
Manufacturing & Industrial average 4.0
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 →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Manufacturing & Industrial average 18
See what's behind this score →0
About Celestial Ventures Sdn. Bhd
from our crawl and measurement
Celestial Ventures Sdn. Bhd is a Johor, Johor business whose own site puts it this way: "Celestial Ventures, based in Johor, Malaysia, is a certified OEM edible oil packer and global supplier delivering high-quality, Halal-certified edible oils worldwide." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (LocalBusiness) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Celestial Ventures Sdn. Bhd
- Website ·
- celestialventures.com.my
- Industry ·
- Manufacturing & Industrial
- Location ·
- Johor, Johor
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 2, 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
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
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
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 read your site and name it in answers. At 4/10, Celestial Ventures Sdn. Bhd is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
WHAT IS OUR SERVICE?
End-to-End Oil Supply Solutions At Celestial Ventures, we are committed to delivering exceptional service and premium quality edible oils to clients worldwide. With over 25 years of expertise, our services are designed to meet the needs of global markets with flexibility, efficiency, and consistency.
WHAT IS OUR PRODUCTS?
Quality Oils for Every Need At Celestial Ventures, we offer a wide range of high-quality edible oils to meet the demands of both retail and industrial markets. All our products are carefully processed, Halal certified, and manufactured under strict ISO:22000 and HACCP standards.
Is this your brand?
The exact fixes for Celestial Ventures Sdn. Bhd
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/celestialventures-com-my
Cite this score: Engagemii (2026). "AEO Score for Celestial Ventures Sdn. Bhd." Retrieved from https://engagemii.com/aeo/brands/celestialventures-com-my
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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