Take a single job and break it apart. Every task is a person, an automation, or AI. Pick a role and watch where the work actually lands.
Which one earns its place here? Match it right and the work gets cheaper, faster and more reliable. Match it wrong and you pay for it.
The calls that carry consequence. When being wrong is expensive and the answer is not in the data.
Wins when a decision needs accountability, or a relationship needs a person.
The same task done the same way, every time. No intelligence required, just reliability and speed.
Wins when volume is high and the rules are clear. Usually the biggest lane, and the cheapest return.
Understanding language and messy information, then producing a first draft a person sharpens.
Wins when the work is language-heavy and a draft, then a check, beats starting from blank.
The return lives in the match. The right lane for every task, made thousands of times across your entity, so the budget lands where it pays. That decision is the work. The tools are just the tools.
Run this across a department and you have Decompose, the second phase of the method. Run it across the entity and you have the whole thing.
Tell us a team or department. We map where the work actually goes, then show you. No obligation.