Vibe to Production

Frequently Asked Questions

Yes! Our Full Report and Certified tiers come with a 14-day money-back guarantee. No questions asked.

This depends on your application's evolution. For active development, we recommend monthly recertification. Certified and Certified+ tiers include ongoing recertification.

Absolutely. Upgrade or downgrade your plan at any time. Changes take effect immediately and we prorate your billing.

V2P, or Vibe to Production, is an independent certification and trust platform for AI-generated software. It evaluates apps for production readiness and provides reports, scores, certificates, and live trust seals.

One-time verification gives you a dated certificate or report for a specific audit. A paid subscription keeps the live Trust Seal active and supports ongoing re-audits, so the public seal can reflect your most recent certification status as the app changes.

The biggest risks are hidden security issues, weak authentication or authorization, exposed secrets, fragile architecture, poor error handling, missing accessibility or mobile states, untested payment or data flows, missing test coverage, and AI-generated code patterns that appear functional but fail under production conditions.

A seal gives customers, investors, partners, and buyers a visible trust signal that your software has been independently reviewed. It helps communicate production readiness without exposing your private source code or full audit details.

Yes. V2P is positioned for prototypes, MVPs, and production apps. If your app already has users, the value is identifying risks before they affect customers and giving stakeholders evidence that the product is being reviewed and maintained.

Yes. Security is a core V2P domain. The rubric includes secrets and API key management, authentication and sessions, authorization and access control, input validation, injection prevention, data exposure, and privacy risks.

You do. Users retain all rights to submitted code, and V2P claims no ownership over code submitted for analysis.

AI-generated SaaS products, prototypes, MVPs, internal tools, startup apps, investor-facing demos, customer-facing web apps, and products built with tools like Lovable, Bolt, Cursor, v0, Replit, or similar AI coding platforms.

The V2P Seal is backed by a 22-point audit across four key areas: code quality, reliability, security, and operational readiness. Each seal links to a public verification page owned and operated by V2P, giving customers, investors, and technical teams direct access to the latest audit report with full visibility and confidence.

The price depends on the scale of the project. Want to get an accurate quote? Feel free reach out

I offer a comprehensive range of branding services, including brand strategy, logo design, color palette development, typography selection, and visual identity creation. I ensure that all elements work together to create a cohesive and memorable brand experience.

Yes, I offer both. I specialize in web design and development using Framer, delivering fully responsive, user-centric websites. This includes everything from design to implementation, so your site is ready to launch.

Absolutely. All websites I build are optimized for search engines. This includes proper metadata, structured content, and fast loading times, ensuring your site is primed for visibility in search results.

Yes. I can refresh your current brand identity or website, ensuring it aligns with modern trends and your business's evolving goals. We can retain certain elements or completely overhaul your design.

Definitely. Every website I design and develop is fully responsive, meaning it will look great and perform well on all devices—desktop, tablet, and mobile.

Why Independent Certification Matters

AI-generated software has transformed how applications are built. Lovable, Cursor, Bolt, and v0 make it possible to ship production applications in days instead of months. But speed creates a trust gap.

Organizations face a critical challenge: How do you know if AI-generated code is truly production-ready? Development teams understand the output. But stakeholders—investors, enterprise buyers, partners, compliance officers—need independent verification.

V2P closes this gap. We provide the certification standard that AI-built software needs. Like UL for safety or Consumer Reports for quality, V2P is the independent authority that verifies production readiness and communicates trustworthiness.

V2P exists so organizations can confidently deploy AI-generated software with stakeholder confidence and risk visibility.