AI visibility score
3.7/ 10Weak

#2,024,390 of 2,705,025 in Technology

As of 2026-08-01 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Pingu Lee

Pingu Lee

Unclaimed

pingulee.com · Technology

Borderline visible. AI bots can crawl Pingu Lee, 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

#2,024,390 of 2,705,025 in Technology for AI visibility

4

AEO Visibility

i

Near-invisible · 3.7/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About Pingu Lee

from our crawl and measurement

Pingu Lee describes itself simply: "Pingu Lee로 활동 중인 이민구의 개발자 포트폴리오입니다. 프론트엔드, 백엔드, 데이터베이스, 클라우드, 데브옵스 등 다양한 기술 스택을 활용한 프로젝트들을 확인해보세요." When AI engines look at it, they find little to work with. It scores 3.7 out of 10.

On its own pages the site does well on a clear heading structure and sitemaps and entity links AI can follow. It is passable on basic crawler access. What holds it back is a clearly stated business identity, structured data describing the business and credibility markers like credentials or reviews.

Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

Industry · Technology
Last scored · Aug 1, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Weak

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.

Off-page authority

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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.7/10, Pingu Lee is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

개발자 Pingu Lee는 누구인가?

개발자 이민구, 별명 pingu lee로 널리 알려진 저는 다양한 웹 서비스를 제작하는 데에 열정을 가지고 있습니다. JavaScript, TypeScript, Next.js(React), Express, Tailwind 등 현대적인 웹 기술에 능숙하며, 사용자 친화적이고 반응형인 웹사이트와 애플리케이션 개발에 특화되어 있습니다.항상 최신 웹 개발 트렌드를 따라가며, 새로운 기술을 배우는 것을 두려워하지 않습니다. 제가 개발한 프로젝트는 효율성, 성능, 사용성을 중시하며, 클라이언트와의 긴밀한 소통을 통해 그들의 비즈니스 목표와 사용자 요구 사항을 충족시키는 것을 최우선으로 합니다.저의 개발자 포트폴리오는 다양한 프로젝트들을 통해 제 기술과 경험을 보여주며, 개발자 이력서와 자기소개서에서는 제가 가진 열정과 개발에 대한 철학을 담고 있습니다.

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Picked for Pingu Lee: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Pingu Lee." Retrieved from https://engagemii.com/aeo/brands/pingulee

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

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