A senior review of your AI-built app or stalled pilot: security, data model, infrastructure, compliance. Includes a module-by-module specification with a fixed price on each. No judgement; whatever state it's in, we've fixed messier.
We take the approved specification to a hardened, shipped v1, keeping the existing code wherever it deserves to live and replacing only what doesn't. Tested against the spec, delivered in the open.
Open-weight models running in your infrastructure; your data never leaves your walls. RAG over your documents, fine-tuning where it earns its keep, compliance-ready by design. Readiness assessment first.
Monitoring, security patching, dependency updates, LLM model migrations and eval runs, with a named monthly report so you can see exactly what you paid for.
A Lovable, Bolt, Replit, v0 or Cursor app with real users, or a pilot that stalled. It begins with the same production audit as everything above.