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AI Products
Practical AI, not a chatbot demo.
Multi-agent systems, retrieval pipelines, and applied ML features that solve a real workflow problem — built to be reliable, not just impressive in a demo.

What you get
Deliverables
- LLM-powered features & agents
- RAG / retrieval pipelines
- Model evaluation & guardrails
- Production monitoring
Tech we reach for
Stack
PythonFastAPILangChainVector DBsOpenAI / open-weight models
Our approach
Four steps, no drama.
01
Frame
We define the exact task the AI needs to do reliably — not a vague 'add AI' brief.
02
Prototype
Fast iteration against real data to prove the approach works.
03
Harden
Guardrails, evaluation, and fallbacks so it behaves in production, not just in the demo.
04
Ship
Deployed with monitoring so you can see what it's actually doing.
FAQ