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AI Visibility Scorecard

JJ Andy Lim — AI Product Manager

Name: JJ Andy Lim — AI Product Manager - AI Visibility Score
Creator: Engagemii
Published: 2026-08-11T17:30:08.762Z
License: https://creativecommons.org/licenses/by/4.0/

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jjandy.com · Technology

Borderline visible. AI bots can crawl JJ Andy Lim — AI Product Manager, 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.

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Monitoring for AI engine activity

In the Engagemii AEO index

#2,053,498 of 2,586,677 in Technology for AI visibility

3.5

/10

AEO Score

About JJ Andy Lim — AI Product Manager

from our crawl and measurement

"JJ Andy Lim is an AI Product Lead (Digital Transformation) based in Singapore. I lead enterprise AI adoption and build the products that drive it." That is how JJ Andy Lim AI Product Manager introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 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.

Industry · Technology

Last scored · Aug 11, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Clear headings and answer-style content.

Entity Clarity

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Experience, Expertise, Authority, Trust markers.

Technical AEO

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

No inbound links found yet.

Domain Trust

Little domain authority yet.

Entity Presence

Not in AI knowledge graphs yet.

News Mentions

No press coverage found yet.

Community

No community discussion yet.

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 3.5/10, JJ Andy Lim — AI Product Manager is crawlable but under-signaled - fixable, and the signals above are where to start.

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→

Picked for JJ Andy Lim — AI Product Manager: Tech & Electronics

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 11, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/jjandy

Cite this score: Engagemii (2026). "AEO Score for JJ Andy Lim — AI Product Manager." Retrieved from https://engagemii.com/aeo/brands/jjandy

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.