AI Visibility Scorecard
vibefixed.com · Technology
Borderline visible. AI bots can crawl VibeFixed, 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 3 times
Claude · Meta AI · Perplexity
#2,231,029 of 2,707,521 in Technology for AI visibility
3
AEO Visibility
iNear-invisible · 3.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"VibeFixed turns AI-built prototypes into secure, production-ready web applications. Senior engineers fix code, stabilize core flows and harden security in one focused service." That is how VibeFixed of Newark, DE introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.2 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.
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
Good
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
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.
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 3.2/10, VibeFixed is crawlable but under-signaled - fixable, and the signals above are where to start.
What do you need from me?
Access to your code and a short conversation about where you are. We’ll ask about your launch goals, any specific issues you’re facing, and what “production-ready” means for your project if you’ve already defined that. That’s it. We handle the rest.
What if my app is in a bad state?
Don’t worry. We’ve worked on plenty of apps from big dev shops that still needed heavy cleanup and refactoring. That’s normal. Messy code doesn’t scare us.
What platforms and tech stacks do you support?
Lovable, Bolt, Cursor, Replit, v0, plain JavaScript, React, Node, Python - if AI can generate it, we can work with it. We’ve dealt with all major vibe-coding platforms and frameworks. If you built it, we can ship it.
What kind of apps qualify for this package?
This package is for AI-built apps that already exist and basically run - you can click through the main thing the app is supposed to do, even if it’s buggy or unstable. If you’re earlier than that or starting more from an idea than a working app, we’ll use the intro call to suggest a different scope or a custom build instead.
Do you sign an NDA?
Yes. We’re happy to sign a standard NDA. Your code and ideas stay private.
Is this your brand?
The exact fixes for VibeFixed
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 VibeFixed.
Scored by Engagemii on August 21, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/vibefixed
Cite this score: Engagemii (2026). "AEO Score for VibeFixed." Retrieved from https://engagemii.com/aeo/brands/vibefixed
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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