AI Can Build Faster.
We Make Sure What It Builds Is Ready to Rely On.
Built an application with Claude Code, Cursor, Lovable, Bolt, or v0? I provide professional code audits, manual QA testing, bug fixing, performance optimization, and production hardening to turn your prototype into reliable software.
Our 6-Step Production Hardening Methodology
Audit
Inspect repository & architecture
Test
Manual QA & edge case testing
Prioritize
Identify Critical vs Low risks
Fix & Tune
Debug, optimize & refactor
Secure
Lock down auth & database RLS
Deploy
Production CI/CD & monitoring
AI Application Support Services
Specialized engineering modules designed to address specific stability, testing, and performance challenges in AI-built codebases.
Vibe Code to Production
Take your AI-generated prototype across the production finish line with full architectural review, security policies, and deployment reliability.
AI Code Review & Quality Audit
Deep inspection of code quality, database schemas, authentication, API error handling, and dependency vulnerability scans.
AI App Bug Fixing & Debugging
Rapid identification and resolution of race conditions, authentication loop breaks, broken API webhooks, and silent async failures.
AI App Performance Optimization
Fix slow load times, eliminate Next.js bundle bloat, resolve N+1 database queries, and achieve green Core Web Vitals.
AI Application Testing
Comprehensive functional, regression, API, responsive, and edge-case testing to uncover hidden failure points before real users do.
Manual Software QA Testing
Rigorous human QA testing covering multi-device user journeys, checkout flows, destructive actions, and structured bug reporting.
Production Readiness Audit
Pre-launch evaluation scoring architecture, security, auth, database, backups, logging, and SEO with prioritized Critical/High/Medium/Low action items.
AI Application Maintenance
Ongoing engineering support, monthly dependency upgrades, framework patches, security monitoring, and progressive feature development.
AI Development Rescue
Stuck with broken builds, local-only code that crashes on Vercel, or runaway prompt debt? We stabilize existing codebases without rewriting from scratch.
Frequently Asked Questions
Honest answers about taking AI-generated code 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.
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