AI in production without the guesswork

Generative features fail quietly: plausible answers that are wrong, or fast answers that are expensive.

We treat prompts and retrieval as versioned code—benchmarks, red-team cases, and human review for high-risk flows.

Start with a narrow workflow, measure outcomes, then expand once quality and unit economics are understood.