From AI Prototype to Production-Ready Software

Vibe Code to Production Services

Built your application with Claude Code, Cursor, Lovable, Bolt, or v0? We provide senior full-stack engineering, thorough manual QA testing, security hardening, and performance tuning so you can launch with confidence.

Our Philosophy: Preserve Speed, Add Reliability

AI coding tools are fantastic for accelerating development and generating functional prototypes. But AI models optimize for completion of individual prompts rather than coherent system architecture. We don't criticize your AI workflow or demand a complete rewrite — we provide the missing engineering discipline to make your software secure, performant, and durable.

Common Fragilities in AI-Generated Apps

What works fine during single-user demo testing often breaks under real production loads.

Authentication & Authorization Gaps

UI elements hidden without strict backend server-side checks, missing Supabase Row-Level Security (RLS) policies, or leaked client-side API keys.

Unresolved Race Conditions & Async Bugs

Conflicting state updates, unhandled optimistic mutations, and silent API catch blocks that leave users stuck on blank loading screens.

Database Query Bottlenecks

Missing foreign key constraints, unindexed search columns, and N+1 query cascades that slow down as soon as data volume grows.

Next.js & Frontend Bundle Bloat

Indiscriminate 'use client' directives, duplicated utility functions, and oversized npm packages dragging down mobile Core Web Vitals.

Brittle Third-Party Integrations

Stripe and payment webhooks missing signature verification, unhandled retry logic, and fragile API error handling.

Deployment & Production Failures

Applications working in local dev environments but failing on Vercel or AWS due to strict build-time typechecks and missing environment variables.

The Production Hardening Process

A systematic 5-step roadmap to stabilize your codebase without delay.

01

1. Comprehensive Codebase & Architecture Inspection

We review your repository structure, dependency graph, database schema, and environment configurations without rewriting everything.

02

2. Rigorous Manual & Functional Testing

We simulate real multi-tenant user flows, edge cases, error conditions, destructive form actions, and mobile responsive behavior.

03

3. Prioritized Risk & Vulnerability Triage

We categorize findings into Critical (blocking release), High (security/data risk), Medium (performance), and Low (cosmetic).

04

4. Bug Fixing, Refactoring & Security Hardening

We fix broken logic, enforce server-side authentication, lock down API endpoints, optimize queries, and clean up duplicate prompt debt.

05

5. Production Deployment & Telemetry

We set up automated CI/CD pipelines, error tracking (Sentry), environment safeguards, and monitor initial user sessions.

Frequently Asked Questions

Answers to common questions about vibe coding to production.

Start a Project Discussion

Ready to build your custom software, CRM, booking engine, or AI integration? Share your requirements for a prompt response.

Direct Engineering Inquiries

I partner with startups, product founders, and established businesses to build production-ready software. Send a brief summary of your project goals, stack preferences, or timeline.

Connect on Professional Profiles