Vibe Coding MVP Audit

Turn your vibe coding MVP into a product you can trust

AI helped you move fast. Now find out what can support real users, sensitive data, investor questions, and the next six months of product work.

Book a free first call →Review audit scope

PRODUCT TEAMS THAT TRUST BLACKBOX VISION

Negative signals to audit

A polished demo can still hide measurable risk

Use these signals when a vibe-coded product starts carrying customers, payments, data, fundraising, or a growing team.

45% of AI-code tests introduced risky flaws

Veracode found risky flaws in 45% of AI-code tests. Treat unreviewed output as a security assumption, not a foundation.

400+ exposed secrets found in vibe-coded apps

Escape scanned 5,600 apps and found 400+ exposed secrets plus 175 PII leaks. Check auth, keys, tokens, and data rules.

1,182 apps used “supersecretkey” as JWT

Invicti analyzed 20,656 generated apps; 1,182 used “supersecretkey” as a JWT key. Defaults need review before launch.

USD 4.4M is the average breach cost

IBM reports a USD 4.4M average breach cost, with AI incidents often missing access controls or governance.

One AI tool deleted a production database

The Replit incident showed why preview, staging, production, rollback, and code-freeze controls matter.

Many screens can still mean no product clarity

If the product has many screens but no clear user, use case, pricing, or proof, the next feature will add noise instead of evidence.

When the audit is worth it

Audit before the prototype carries the business promise

A generated prototype is useful evidence. The audit shows whether it can support customers, investors, sensitive workflows, and the next product plan.

A demo is becoming a sales commitment

Audit before prospects expect onboarding, payments, permissions, or reliability the prototype cannot yet support.

The next raise needs diligence answers

Know whether architecture, security, data ownership, cost, and operating context can survive diligence.

The next build decision affects budget

Choose what to keep, isolate, harden, or rebuild before early speed becomes expensive uncertainty.

What the audit reviews

From prototype to product plan

You see what is usable, what needs repair, and what should be refactored or rebuilt before adding more risk.

Product framing

Clarify what this product must prove

We review customer, use case, onboarding, pricing, and promise so the build serves the business.

Architecture

Map the system behind the screens

Data flow, APIs, state, dependencies, integrations, and blockers become visible before budget moves.

Security

Find the risks buyers will ask about

Auth, permissions, secrets, data exposure, and sensitive flows get checked before buyers find them.

AuthDataSecrets

Scalability

Test whether the foundation can grow

Hosting, database choices, queries, deployment, observability, and cost are tested against the next stage.

Delivery readiness

Make the next build safer

Tests, repo structure, environments, CI/CD, and docs show whether another engineer can extend it.

Plan

Choose what to keep, refactor, or rebuild

You leave with priorities and a path that keeps speed without pretending everything is production-ready.

How the audit starts

A free call, then a fixed-price audit

We keep the offer simple: show us the app first, decide if the audit is worth it, then leave with a report your next builder can use.

You show us the product

The first call is free. We talk through your app, see the current experience, and understand what you need it to support next.

If there is fit, the audit is USD 250

No large discovery package or unclear range. If you agree after the call, we perform the full audit for a fixed USD 250.

We review the product across five pillars

Security, performance, scalability, UI/UX, and architecture are checked against the next stage of the business.

You get an agent-ready report

Use the report with your own coding agent, or choose us to work on the tasks or pillar you want from USD 35/hour.

Frequently asked questions

What founders ask before auditing a vibe-coded product

Direct answers before you invest more.

What is a vibe-coded product audit?

It is a practical review of your product and codebase across security, performance, scalability, UI/UX, and architecture.

Is AI-generated code always bad?

No. The risk is investing in a codebase nobody reviewed. The audit separates useful work from production risk.

Can you audit a product that already has paying users?

Yes. We focus on reducing risk without disrupting customers: data flows, deployment, security gaps, and the safest stabilization path.

What do I get after the audit?

You get a practical report with prioritized insights and tasks that you can pass directly to a coding agent or use with our team.

Can you help after the audit?

Yes. You can choose us to work on the tasks or pillar you want, starting at USD 35 per hour.

Can you review an AI-generated MVP before fundraising or launch?

Yes. You learn whether the prototype is safe enough for customers, diligence, sensitive data, and the next investment.

What does it cost, and when do I pay?

The first call is free. If you agree after that call, the full audit costs USD 250.

Vibe-Coded Product Audit

Start with a free call, then audit the real risk for USD 250

Show us your app first. If the audit makes sense, we review security, performance, scalability, UI/UX, and architecture, then deliver a report your coding agent can execute.

Free first callUSD 250 auditImplementation from USD 35/hour

Book a free first call →