01
The problem
AI-generated code ships fast but often lacks tests, security boundaries, observability, and maintainable structure. Scaling it without review is a common source of production incidents and failed due diligence.
AI Solutions
Harden code generated by Cursor, Lovable, Bolt, Copilot, or other AI tools — before you scale or raise.
01
AI-generated code ships fast but often lacks tests, security boundaries, observability, and maintainable structure. Scaling it without review is a common source of production incidents and failed due diligence.
02
A repeatable audit workflow run by senior engineers — not automated scanners alone.
03
Choose the depth that matches your stage.
FAQ
Production-grade AI systems: RAG pipelines, vector search with pgvector, LLM orchestration, and optional managed operations — scoped in writing before build starts.
Blueprint and audit sprints run 2–3 weeks. Full build projects use two-week demo cycles; timeline depends on scope defined in the technical specification.
Book a 30-minute scoping call. We map your stack, risks, and goals — then propose a sprint or fixed project quote within days.
30-minute scoping call — we map your situation and propose a sprint or project scope.