Stage one: make the process explicit
Not a flowchart for a binder — a written answer to who does what, in what order, and what 'done' means. Most operational problems are discovered here, before any software is involved.
Stage two: automate the rules
Anything expressible as 'when X, do Y' should stop depending on a person. Reminders, status changes, notifications, escalations. This stage delivers the largest reliability gain for the least money.
Stage three: apply AI to the remainder
What is left is interpretation: understanding a voicemail, drafting from a site visit, deciding which of several follow-ups matters most today. That is the genuine AI surface, and it performs well precisely because stages one and two gave it structure.
What stays human permanently
- Pricing decisions and margin exceptions.
- Approving anything irreversible or contractual.
- Relationship recovery when something went wrong.
- Judgment calls the rules were never written for.