AI Visibility Scorecard
left21.com
left21.com · Other
Borderline visible. AI bots can crawl left21.com, 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
4
AEO Visibility
iBorderline · 4.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
?
AI Adoption
iNone detected · -/100
About left21.com
from our crawl and measurement
"일시: 2026년 8월 13일(목) 오후 7시 30분 발제: 강동훈 (〈노동자 연대〉 경제 담당 기자) 장소: 서울." That is how left21.com introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 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
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
Strong
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 4.4/10, left21.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
서울 동부악화되는 청년들의 주택 문제 ─ 세금 인상과 공급 확대로 해결할 수 있을까?
일시: 2026년 8월 13일(목) 오후 7시 30분 발제: 강동훈 (〈노동자 연대〉 경제 담당 기자) 장소: 서울. 바인그룹 빌딩 10층 1004호 (신설동역 3번 출구에서 도보 1분)
Is this your brand?
The exact fixes for left21.com
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for left21.com.
Source & Attribution
Scored by Engagemii on August 13, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/left21
Cite this score: Engagemii (2026). "AEO Score for left21.com." Retrieved from https://engagemii.com/aeo/brands/left21
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform