Crashes, security gaps, failed deployments, and scaling issues are normal in AI-generated apps — and fixable. We audit your codebase, identify every production risk, and get you to a stable launch.

free architecture review
production risk areas checked
rescue or launch plan
AI tools can move you fast, but production exposes the missing pieces. We diagnose the blockers, clean up the architecture, and get the app ready for real users.
Environment variables, cloud configuration, build issues.
Login flows, session handling, permissions.
Schema changes, data integrity, rollback plans.
Slow APIs, inefficient queries, scaling issues.
Secrets management, input validation, access control.
CI/CD, monitoring, logging, backups, alerts.
Founders building with Claude Code, Cursor, Windsurf, Replit, or similar tools
Teams that have an MVP but can't reliably deploy it
Businesses that need production-ready architecture and support
Developers who want an expert second opinion before launch
Tell us what you're building and where you're stuck. We'll review and identify the fastest path to production.





