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AI Visibility Scorecard
Philip Ng
philipng.com · Education
At 0.5/10, Philip Ng is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#875,287 of 876,918 in Education for AI visibility
0.5
/10
AEO Score
About Philip Ng
from our crawl and measurement
"Philip is a veteran in the IT industry with focus on Cyber Security and Hybrid Cloud… · Experience: BitCyber · Education: National University of Singapore · Location: Singapore...." That is how Philip Ng introduces itself. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
0
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
1
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
0
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 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 0.5/10, Philip Ng is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Philip Ng
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 July 22, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/philipng
Cite this score: Engagemii (2026). "AEO Score for Philip Ng." Retrieved from https://engagemii.com/aeo/brands/philipng
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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