Rule-first automation: when AI should wait

A common failure mode is asking a language model to be the pricing engine. Numbers that must be correct should come from tables and rules. AI is excellent at parsing messy briefs and drafting explanations — not at inventing discounts.

Design the spine as automation: triggers, validations, routing, status. Add AI at the edges where documents or language create drag.