Production-Ready Engineering for AI-Generated and Vibe Coded Projects

We specialize in transforming AI-generated code, vibe coded projects, and AI MVPs into robust, production-ready solutions. Our services ensure your projects are scalable, secure, and performant, eliminating the need to start from scratch. We provide senior engineering expertise tailored for the post-AI era.

• AI Code → Production Ready: We audit and harden AI-generated code for scalability, security, and performance. This includes addressing gaps in authentication, input validation, error handling, and data integrity with targeted, documented fixes.
• AI MVP → Production Solution: We elevate your AI-built prototype into a full-fledged product with proper architecture, comprehensive test coverage, observability, and the resilience required for real users and load.
• Vibe Coded Project Rescue: We untangle fragile, undocumented, and hard-to-maintain codebases resulting from rapid AI-assisted development. Our process involves fixing bugs, addressing security gaps, adding tests, and delivering a maintainable codebase.

Our Process

Our streamlined process ensures a fast path from your current project state to production confidence:

1. Reach Out: Describe your project, the tools used, and your concerns via a direct message.
2. Project Assessment Call: A focused call to understand your project's specifics and production-ready goals.
3. Production Readiness Report: A clear, prioritized audit of your codebase, highlighting security vulnerabilities, scalability gaps, performance issues, and maintainability problems, along with a concrete action plan.
4. Hardening & Delivery: Systematic remediation of identified issues, including security hardening, architectural improvements, test coverage, and performance tuning, with regular progress updates and thorough handover.

The AI Advantage

We leverage our deep understanding of AI code, gained from using the same tools (Cursor, Copilot, Claude, Gemini) daily. This allows us to:

• Recognize AI code's common shortcuts and potential pitfalls.
• Perform faster, more thorough assessments with AI-assisted analysis.
• Deliver high-quality fixes verified by senior engineers.
• Audit and remediate specific security anti-patterns introduced by AI tools.

We work across your entire stack, from frontend to cloud infrastructure, including backend and APIs (Node.js, Python, TypeScript, REST, GraphQL), frontend frameworks (React, Next.js, Vue), data storage (PostgreSQL, MongoDB, Redis), and cloud platforms (AWS, GCP, Docker, Kubernetes, Terraform).