AI Integration into Software Products

We help product engineering teams embed AI/LLM features into their own applications — from a well-scoped assistant feature through to more involved retrieval-augmented workflows — with the same engineering discipline (testing, observability, cost control) we'd apply to any other production system.

We also advise on the governance and evaluation practices that keep an AI feature reliable and defensible once it's in front of real customers.