AI Visibility Scorecard
고석만 · 3ES
3es.dev · Technology
Borderline visible. AI bots can crawl 고석만 · 3ES, 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 4 times
Meta AI · Claude
#1,460,928 of 2,707,168 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.6/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About 고석만 · 3ES
from our crawl and measurement
3es.dev describes itself simply: "문제 현장에 들어가 마지막 1마일까지 직접 책임지는 백엔드·풀스택 엔지니어 고석만(3ES)의 포트폴리오." When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
Under the hood there is structured data on the page (Person) and a sitemap and a readable heading structure, but the score is capped by what is missing: an llms.txt file.
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
Fair
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 4.6/10, 고석만 · 3ES is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
함께 문제를 풀 사람을 찾고 계신가요?
기획이 비어 있어도, 문서가 없어도 들어가 끝까지 책임지는 엔지니어가 필요하시면 편하게 연락 주세요.EmailGitHubLinkedIn© 2026 고석만 (3ES). All rights reserved.
Is this your brand?
The exact fixes for 고석만 · 3ES
Which AI engines already crawl you
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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/3es-dev
Cite this score: Engagemii (2026). "AEO Score for 고석만 · 3ES." Retrieved from https://engagemii.com/aeo/brands/3es-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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