The failure mode

LLMs are fluent and untrustworthy by default. Without structure they invent, wander, and cost more than they return.

How Okita works it

We start from the work: documents, APIs, constraints, and failure modes. Then we build the smallest system that can do the job — with traces you can read and metrics you can defend.

What you leave with

• Grounded generation with retrieval and tool contracts
• Structured outputs for downstream production systems
• Eval suites for quality, safety, latency, and cost
• Model routing when one model is the wrong instrument