ProductionReadyCheck
A plain-English 'ship / don't ship' audit for AI-built prototypes — non-technical founders paste a link or repo and get a report on the exact gap between demo and production: auth holes, API-key leaks, data-model collapse points, and scale cliffs.
non-technical founders and product leads who shipped an AI-built prototype and need to know whether it's safe to onboard paying customers
- Plain-English security review that flags leaked tokens, missing auth, and exposed admin endpoints in AI-generated code
- Scale and database stress-check that simulates a second user, a hundred users, and ten thousand users against the existing data model
- A prioritized 'top 10 things that will break first' report with concrete fix prompts an AI builder can execute
- One-click re-scan after fixes, with a green/yellow/red ship verdict and a boardroom-ready PDF
A wave of non-technical founders shipped AI-built prototypes in 2025–26 and many are now discovering exactly the chasm this essay describes when they try to onboard paying customers or face an enterprise procurement review.
At least four firms (M-Squad, Batpig Labs, LoopStudio, ProdaLabs, ConsEdge) are already actively selling essentially this service, which independently validates that non-technical founders are willing to pay for production-readiness audits of AI-built code.Production-Readiness Audit for AI-Built & Vibe-Coded Apps | M-Squad ↗Production Readiness Audit for AI Startups — Batpig Labs ↗AI Prototype to Production - LoopStudio ↗Production Readiness for Startups ↗
The market is already crowded with named, well-positioned competitors offering nearly identical 'go/no-go audit for your AI-built app' services — M-Squad, Batpig Labs, LoopStudio, ProdaLabs, and ConsEdge all ship near-identical copy, leaving very little differentiated whitespace.Production-Readiness Audit for AI-Built & Vibe-Coded Apps | M-Squad ↗Production Readiness Audit for AI Startups — Batpig Labs ↗AI Prototype to Production - LoopStudio ↗BIM Consulting & Solution Architecture — Feasibility & Readiness ↗
The audit is sold as a fixed-scope, fixed-price senior engagement (typically 1–2 weeks), which is a proven monetization model for technical due diligence — M-Squad and peers all use this format, and the enterprise procurement / pre-raise use case supports $5k–$25k+ ticket sizes.Production-Readiness Audit for AI-Built & Vibe-Coded Apps | M-Squad ↗
Vibe coding and AI-prototype-ship rates are accelerating, so the population of 'almost-production' codebases needing senior audit will only grow; regulatory and enterprise-buyer pressure on AI-generated code adds a durable tailwind.Production-Readiness Audit for AI-Built & Vibe-Coded Apps | M-Squad ↗
The deliverable is well-defined (verdict + prioritized risk report + remediation roadmap) and tooling (SonarQube, Snyk) is commoditized, but the core value proposition is senior engineering judgment that is hard to scale with a solo founder and difficult to fully automate.Production-Readiness Audit for AI-Built & Vibe-Coded Apps | M-Squad ↗