Bring your AI-built app to market with fewer launch risks.
You have a working product. Before customers, investors, or paid users touch it, SaferCode reviews the codebase, product flows, security boundaries, and deployment setup that decide whether the app is safe to launch.
01 Built with Cursor, Lovable, Bolt, v0, Claude Code, Replit, Supabase, Firebase, Stripe, OpenAI, or Anthropic.
02 Best for AI builders moving from demo, beta, or private pilot into public launch.
03 Covers launch blockers across auth, data, payments, UX, deployment, monitoring, and maintainability.
What SaferCode checks
The goal is to give you a practical launch decision: what is safe, what is fragile, what needs remediation, and what can wait until after market validation.
Launch-blocking security
Authentication, authorization, exposed secrets, unsafe API routes, database policies, webhook verification, and prompt/tool abuse paths.
Architecture under pressure
Frontend/backend boundaries, database model, service layer shape, state management, validation, and maintainability risks.
Revenue and payment readiness
Stripe mode separation, webhook retries, entitlement checks, subscription state, invoice flows, and callback security.
User experience readiness
Onboarding, empty states, loading states, mobile behavior, error recovery, accessibility, and trust signals.
Deployment and operations
Vercel/Netlify setup, env separation, logs, monitoring, rollback path, domains, email, and analytics.
Market launch roadmap
A clear go/no-go view: must fix before launch, should fix soon, and can wait until after validation.
What you get back
A senior engineering review designed for builders moving from fast prototype to real launch.
- Launch blocker report
Clear severity and business impact for the issues that could harm users, revenue, trust, or future development.
- Exact fix list
Recommended fixes tied to routes, components, policies, flows, and deployment settings.
- Go-to-market readiness view
A practical answer to whether the app is ready, almost ready, or needs a focused sprint before launch.
- Optional implementation sprint
If you want help fixing the issues, SaferCode can run a focused hardening or launch sprint.
Common questions
What is an AI app launch review?
It is a senior engineering review for an AI-built app before it goes to market, covering the technical and product risks most likely to hurt users, revenue, or trust after launch.
Who is this for?
Founders, vibe coders, and AI builders with a working app who need confidence before a public launch, paid pilot, customer demo, or investor demo.
Is this different from a code review?
Yes. Code quality matters, but the launch review also checks auth, data access, payments, UX, deployment, observability, and product risk.
Can SaferCode help fix the issues?
Yes. The review produces a prioritized fix list, and SaferCode can run a focused hardening or launch sprint if you want implementation support.
Related SaferCode reviews
Need a senior review before launch?
Send your repo and staging URL. SaferCode will map the risks most likely to block launch or hurt users after launch.
Get reviewed