Areas of Expertise
Prototype-to-Production Engineering
AI coding tools can produce a working prototype in a weekend — but "working" and "production-ready" are different bars. We audit AI-generated and vibe-coded codebases for architecture, security, and data-model soundness, then bring them up to the engineering discipline an enterprise actually needs to run on: real test coverage, hardened APIs, and a deployment pipeline.
Signs You Need This
A prototype built with AI tools now has real users and real stakes
Nobody's confident the codebase would survive a security review
You need to hand a vibe-coded MVP to an engineering team that has to maintain it
Vibe-coded / AI-generated codebase audits
Architecture formalization & redesign
Technical-debt & security triage
Data model & API hardening
Test coverage & CI/CD implementation
Scalability & performance engineering
Documentation reconstruction
Production readiness & launch support
Describe the problem — not the technology you think you need.
Tell us where you are today and we'll map it to the right combination of disciplines and engagement model.