The App Audit Manifesto
Vibe coding democratised creation. It did not democratise quality. This is our case for why that matters, and what we intend to do about it.
Independent quality and trust layer for vibe-coded software
Join the Founding CohortVibe coding democratised creation. It did not democratise quality. This is our case for why that matters, and what we intend to do about it.
Eight dimensions. One quality signal. The VIBE Score framework turns subjective quality into measurable, comparable data.
Six stages from Demo to Infrastructure. Know where you are. Know where you need to be.
0–15 pts
16–35 pts
36–55 pts
56–75 pts
76–90 pts
91–100 pts
Vibe coding democratised creation. It did not democratise quality. This is our case for why that matters, and what we in...
A comprehensive scoring framework that assesses AI-built applications across eight dimensions — from velocity to maintai...
Not every app needs to be infrastructure. Understanding where your software sits on the maturity spectrum is the first s...
A deep dive into each dimension of the VIBE Score framework — what we measure, why it matters, and how AI-built software...
In a world where anyone can ship software in hours, the scarce resource is not code — it is trust. Here is why independe...
The case for structural independence in software quality assessment — why the entity that scores software must be separa...
Be first to access the VIBE Score framework. Get early audit slots and help shape the standard.