Production engineering for AI-generated and vibe-coded products.
You built fast with AI. We help you use it like professionals: expert prompting, agentic workflows, and production engineering for security, scalability, performance, test coverage, observability, deployment, and maintainable code.
Vibe Code Cleanup for AI-Generated Apps
Upgrade vibe-coded apps built with Cursor, Lovable, Bolt, Replit, v0, or Claude Code into secure, scalable, tested, maintainable products with expert AI-native workflows.
AI-Generated Code Security Audit
Security and production-readiness audits for AI-generated applications, plus guidance on the prompting, review, and agent workflows needed to keep quality high.
AI Prototype to Production-Ready Product
Move an AI-built prototype from happy-path demo to enterprise-grade product quickly with expert prompting, agentic workflows, security audits, test coverage, scalability, performance, and production discipline.
Production Readiness Audit for AI-Built Software
A one-week production readiness audit for AI-built apps, covering security, scalability, performance, reliability, test coverage, deployment, and maintainability.
Secure, Scalable App Hardening
Harden a working MVP or AI-built product for security, scale, performance, reliability, testing, observability, and maintainable growth.