AI Visibility Scorecard
mvpit
mvpit.net · Technology
Borderline visible. AI bots can crawl mvpit, 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 5 times
ChatGPT · Claude · Meta AI
#1,865,499 of 2,707,165 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About mvpit
from our crawl and measurement
"비개발자가 8시간 안에 ChatGPT Codex로 PRD, Next.js 화면, Supabase DB, *.vercel.app 배포까지 직접 완성하는 1일 오프라인 MVP 빌드 데이." That is how mvpit introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
On the page itself the strengths are clear: a clear heading structure. It is passable on basic crawler access and partial sitemap and link coverage. 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. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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 4/10, mvpit is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
아이디어는 있는데,개발자를 구하기 전까지 멈춰 있나요?
지금“이거 만들려면 일단 개발자부터 구해야 하는데…”Notion 페이지에 아이디어만 두 달째. 처음 한 줄 코드 앞에서 멈춰서 검증조차 못 함.mvpit 이후“어제 만든 폼 링크 한번 봐줘. 친구 세 명한테 보냈는데 한 명이 벌써 제출했어.”동일한 아이디어가 8시간 뒤에 인터넷에서 열리는 URL로 바뀜.mvpit은 코딩 입문 강의가 아닙니다.AI에게 제품을 만들게 하는 1인 PM 훈련입니다.FIT CHECK
Is this your brand?
The exact fixes for mvpit
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.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mvpit-net
Cite this score: Engagemii (2026). "AEO Score for mvpit." Retrieved from https://engagemii.com/aeo/brands/mvpit-net
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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