Engagement Model

The five stages below span the distance between a vibe-coded prototype and a fundraising-ready product. You're probably standing on one of them right now — pick the one that matches where you are, not the whole roadmap.

• Post Vibe-Coding

  Codebase Quality Diagnosis

  Comprehensive health check of your AI-assisted codebase. We assess code quality, architecture scalability, security practices, rate limiting, API key exposure risks, and database performance.

• Pre-Launch

  Launch-Readiness

  Final preparation before going live. We help you set up monitoring, error tracking, backup strategies, security hardening, and performance optimization to ensure a smooth launch.

• Launch & Operations

  Go-Live Support

  Keep your product running smoothly with ongoing maintenance, monitoring, user activity reporting, and performance insights into how your product behaves in production.

• Post-Launch Iteration

  Feature Development

  Monthly development hours for building new features, fixing bugs, and refining your product based on user feedback — with unlimited revisions for rapid iteration.

• Fundraising Preparation

  Investment-Readiness

  Prepare for investor technical due diligence. We document your architecture, strengthen security practices, ensure compliance, and assess code quality to meet investor standards.