Small team. Fixed scope. Weekly demos. Exit by design. The principles behind every engagement.
Every engagement has a planned exit. Documented systems, trained owners, internal champions. We measure success by what your team ships after we're gone.
No three-month buildup to a single demo. We get a thin slice into real hands fast, then iterate against actual usage. Anything else is guessing.
Every LLM system we build ships with an eval suite, observability, and cost guardrails on day one. "It feels good" is not a measurement.
Two to four people, max. Weekly demos with stakeholders. Decisions in days, not committees. The bigger the team, the longer the meetings.
Most processes don't need an LLM. We say so. Our job is to find the cases where AI earns its keep — and tell you about the ones where it doesn't.