AI Visibility Scorecard
Freshmen Marketing Sdn Bhd
freshmen2u.com · Food & Beverage
At 1.91/10, Freshmen Marketing Sdn Bhd is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Authority. That is fixable, and the signals below show where to start.
AI engines read this profile 1 times
Claude
Top 25% in Food & Beverage for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Food & Beverage average 12
Top 45% of Food & Beverage
See what's behind this score →1.91
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Food & Beverage average 2. Claim your page and Engagemii is your first.
See what's behind this score →35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
Food & Beverage average 18
See what's behind this score →0
About Freshmen Marketing Sdn Bhd
from our crawl and measurement
"Freshmen2U (The Freshmen Company) supplies fresh produce, mushrooms and pantry essentials to restaurants and hotels across Kuala Lumpur, Klang and Selangor." That is how Freshmen Marketing Sdn Bhd of Petaling Jaya, Selangor introduces itself. When AI engines look at it, they find little to work with. It scores 1.91 out of 10.
Our crawl found structured data on the page (LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have read this profile once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Freshmen Marketing Sdn Bhd
- Website ·
- freshmen2u.com
- Industry ·
- Food & Beverage
- Location ·
- Petaling Jaya, Selangor
- 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
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
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 1.91/10, Freshmen Marketing Sdn Bhd is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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 Freshmen Marketing Sdn Bhd.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/freshmen2u
Cite this score: Engagemii (2026). "AEO Score for Freshmen Marketing Sdn Bhd." Retrieved from https://engagemii.com/aeo/brands/freshmen2u
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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