You don’t need to burn cloud tokens on every job.

Most agentic automation wants rules, orchestration and a model on your own kit. Save the big models for judgement.

We tell every SME the same thing. You do not need a frontier model for most of the work. Reach for one on every task and the bill climbs while the benefit does not.

Most automation is plumbing. It wants clear rules, a little orchestration and a small model on your own kit. That handles the routine, the sorting and routing and drafting and checking. It costs less, it runs faster, and your data stays on your own kit.

Keep the big models for judgement, where the reasoning earns its keep. Match the tool to the job and you get the same result for a fraction of the cost.