AI

/

Jun 28, 2026

/

8 min

LLM features that survive production

Evaluation harnesses, guardrails, and ownership models that turn a demo into a product capability your ops team can trust.

From demo to owned capability

A working prompt is not a product feature. Production LLM work needs evaluation harnesses, failure modes you can explain, and an owner who can roll back without a war room.

We design guardrails with the same seriousness as auth: rate limits, retrieval boundaries, logging that is useful under load, and a path for humans to intervene when the model is wrong.