Measurement · Operating decision guide
Can the CFO put AI time savings in the board pack?
Otomat editorial · Revised
Report released capacity as capacity. Move it into a financial benefit only when finance can trace a separate operating decision to a cost, cash flow or contribution change.
Follow one hour past the timesheet
Imagine a service desk that clears its queue earlier. The supervisor moves staff to overdue renewals. The faster queue is observable; payroll has not changed. Renewals may improve, but a reassignment alone tells the board nothing about retention or margin.
Ask the controller to follow the next event. Did overtime cease? Did an approved external invoice shrink? Did extra orders ship with positive contribution after fulfillment costs? These are different outcomes. Each needs its own source and observation window.
Make the bridge survive a board question
Put the old and new task volumes side by side. Separate normal cases from exceptions, apply the same quality test to both and include reviewer time. Then identify who changed the schedule, supplier commitment or sales process. Without that decision, stop at operational capacity.
| Decision | Evidence to bring | What would change the decision |
|---|---|---|
| Capacity released | Comparable accepted tasks, mix, review time and backlog | A rise in rework can erase the apparent gain. |
| Expense reduced | Invoice, shift or contractual commitment actually changed | Check implementation and ongoing costs before netting. |
| Revenue contribution | Additional fulfilled work and its incremental margin | A price change, sales campaign or seasonality may explain the difference. |
Write the footnote before the headline
A usable board line reads: “Handling time fell in the observed queue. The team used the capacity to clear backlog. Finance has not recognized a cost reduction.” Date it and name the owner. Update the sentence when the evidence changes; keep the earlier version for comparison.
Use the working tools
Blank templates are ungated. Adapt them to the workflow; inputs are not submitted.
Sources and limits
These are Otomat’s proposed operating methods and original decision artifacts. External references inform risk management; they do not certify this method or establish client results. Linked sources were selected for this review; their live revision dates may change.
For anonymous documentation and proposal patterns, see delivery evidence and its boundaries.
Related decisions
Bring a workflow to the discussion
Share the business goal and constraints through the mandate process. Do not send sensitive production data in the initial brief.
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