Audit + stabilize
Review architecture, dependencies, security, data models and deployment risks, then fix the issues blocking confident growth.
// Vibe-coded product engineering
Keep the momentum.Strengthen the product.
We help teams turn AI-assisted prototypes and vibe-coded applications into dependable products—auditing what exists, fixing what is fragile and building the next stage on stronger foundations.
Discuss your roadmapTHE OUTCOME
A product that preserves the speed of the original idea while becoming safer, maintainable and ready for real users and growth.
PROTOTYPE → PRODUCTPRODUCTION-READY ENGINEERING
// WHAT WE SOLVE
A fast first version should not become a permanent ceiling.
AI-assisted development can validate an idea quickly, but the next stage often exposes architecture, security, data and maintainability gaps. We meet the product where it is, protect what works and systematically improve what does not.
Expand + integrate
Add workflows, permissions, payments, analytics, APIs and integrations without layering more fragility onto the product.
Build with AI, engineer for production
Use modern AI-assisted development where it creates leverage while applying experienced product and software engineering judgment.
// HOW IT WORKS
From constraint
to compounding system.
Align the business case and roadmap
Build in focused delivery cycles
Measure adoption, impact and next moves
LovableReplitCursorv0BoltNext.jsReactNode.jsSupabasePostgresVercelAWSCustom APIs
// FAQ
Questions, answered.
Can you fix an application built with AI or a vibe-coding platform?
Yes. We can assess the existing codebase, identify the highest-risk issues and create a practical stabilization and expansion roadmap without automatically rebuilding everything.
Do we need to start over?
Not necessarily. We preserve useful work when it is sound. A rebuild is recommended only when the current architecture creates more risk or cost than an incremental path.
Can you add production features to our prototype?
Yes. Common additions include authentication, roles and permissions, payments, notifications, analytics, admin tools, data migrations, third-party integrations and deployment infrastructure.
Can you build a vibe-coded product from the beginning?
Yes. We can move quickly with AI-assisted tools while designing the architecture, data, security and deployment model for the product's intended use and growth.
Will we own the code and infrastructure?
Yes. We build in client-owned repositories and accounts wherever possible, with documentation and access designed to avoid platform or vendor lock-in.