Most AI ROI decks treat hours freed as dollars saved. CFOs know better. Here is the distinction Opswell uses on every page and lab.
When a finance team spends 2,000 hours a year on reconciliations, that work has a cost: loaded labor. Automating part of it returnscapacity — hours your people can put into analysis, the close, or growth work they were skipping. That capacity is real and measurable.
It is not automatically cash on the P&L. Cash shows up when you avoid a hire, redeploy people to revenue-producing work, catch leakage (duplicates, missed credits), or collect sooner. Until one of those happens, capacity is an operating fact — not a savings claim.
If a vendor cannot tell you which of those three they are showing, they are selling a story. We would rather lose the deal than blur the math.
Read the full legend on How to read our numbers, or start with a free Snapshotthat replaces every illustrative figure with yours.
Two weeks. One live automation. Capacity from your numbers — yours to keep.