FIELD NOTE · UNWRAPPED METHOD

An hour recovered is a choice. Cash saved is a transaction.

How to read an automation business case without counting the same benefit twice.

Measure the baseline

Use observed time for a defined workflow and period. Record volume, exceptions, rework, and review time. An estimate can begin the discussion, but it should remain labeled as an estimate.

Value the capacity

Recovered hours multiplied by a loaded hourly rate estimates the value of time available for other work. If payroll stays the same, that amount has not become cash savings. Name the work that the team will do with the capacity.

Put each kind of money on its own line

Cash is what an invoice or a contract shows, such as a canceled subscription. Avoided contractor spend and other budget changes are avoided cost, on a separate line. Count each only when an owner and a realistic action date exist. Avoid adding a labor benefit and a contractor saving for the same hours.

Include the costs of making it work

Include discovery, implementation, recurring tools, maintenance, review time, and transition effort. The audit is one cost in the decision, not the total cost of implementation.

Test the result after release

Compare observed results with the original baseline. Keep capacity, cash, quality, and risk measures separate. If results miss the estimate, change the workflow or the forecast using the evidence.

Bring this discipline to your own workflows.

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THE LETTER · BY PAUL MATTSON

Dated. Signed.
Every figure sourced.

One finding about AI in owner-led companies, every two weeks, with the number that held and the number that didn’t.