AI Visibility Scorecard
ManualQ
manualq.com · Technology
Borderline visible. AI bots can crawl ManualQ, 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 1 times
Meta AI
#2,302,801 of 2,704,724 in Technology for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
-
Network Authority
iNot connected yet
50
Muse Index Score
iAI agent readiness
Transactable · 50/100
0
AI Adoption
iNone detected · 0/100
About ManualQ
from our crawl and measurement
ManualQ is a business whose own site puts it this way: "안전매뉴얼 PDF를 AI가 실전 시나리오 안전교육으로 자동 변환하는 플랫폼. 중대재해처벌법 대응." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
On its own pages the site does well on a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. What holds it back is structured data describing the business, a clearly stated business identity 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.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
- Company ·
- ManualQ
- Website ·
- manualq.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 1, 2026
- Verified connections ·
- None yet
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 3.5/10, ManualQ is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
왜 ManualQ인가?
읽기만 하는 안전교육은 끝났습니다.서명만 받는 형식적 교육으로는 중대재해를 막을 수 없습니다. AI 시나리오 훈련으로 근로자의 실전 대응력을 키우세요.기존 안전교육두꺼운 안전매뉴얼선반에 꽂혀 있을 뿐, 현장에서 아무도 펼쳐보지 않습니다.형식적 교육동영상 틀어놓고 서명만 받는 교육, 남는 건 없습니다.서류상 증빙교육을 '받았다'는 서류뿐, 실제로 '아는지'는 확인 불가.사고 후 대응사고가 발생해야 교육 부실을 깨닫게 됩니다.중대재해처벌법 대응AI 안전교육실전 시나리오 훈련"이 상황에서 어떻게 하시겠습니까?" 현장 판단력을 키웁니다.이해도 검증암기가 아닌, 상황 대처 능력을 측정합니다.교육 이수 증빙QR 검증 가능한 교육이수증으로 감사에 대비합니다.사전 예방교육 결과 분석으로 위험 요소를 사고 전에 발견합니다.안전교육 시작하기
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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/manualq
Cite this score: Engagemii (2026). "AEO Score for ManualQ." Retrieved from https://engagemii.com/aeo/brands/manualq
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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