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AI Visibility Scorecard
Benjamin Toh's Website
bentohset.dev · Technology
Borderline visible. AI bots can crawl Benjamin Toh's Website, 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
#2,460,824 of 2,832,391 in Technology for AI visibility
3.1
/10
AEO Score
About Benjamin Toh's Website
from our crawl and measurement
Benjamin Toh's Website is a business whose own site puts it this way: "👋 I'm Benjamin TohAbout MeSoftware EngineerI am a Software Engineer at ByteDance and a Computer Engineering graduate from the National University of Singapore (NUS) with a minor in Data." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.1 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
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 3.1/10, Benjamin Toh's Website is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Benjamin Toh's Website
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bentohset-dev
Cite this score: Engagemii (2026). "AEO Score for Benjamin Toh's Website." Retrieved from https://engagemii.com/aeo/brands/bentohset-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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