AI Engineering
AI Engineering
AI that ships inside your systems, not beside them. Agents, MCP servers and retrieval built against your data, your access rules and your uptime requirements — and a rescue path for code an AI wrote faster than anyone reviewed it.
What we deliver
Custom MCP servers
Governed, audited access from your models to your own tools and data.
AI agents
Agents that take actions inside your systems, within limits you set.
LLM integration into existing products
Language-model features added to the product you already run.
RAG and knowledge systems
Answers grounded in your documents, with the sources attached.
Vibe Coding Rescue
Prototypes built with AI tools, hardened into software you can run.
AI strategy and readiness
Where AI pays off for your business, and what has to be true first.