The Real Math Behind Automation: A Framework for Measuring What It Actually Saves
Start With the Baseline You Can Actually Defend Every automation pitch arrives with a productivity number attached, usually a percentage that sounds impressive and rarely survives contact with an audit. Before approving budget, leaders need three baseline figures measured in the current process: unit cost per transaction, error rate under normal load, and cycle time from intake to completion. Without these three, any post-implementation claim is a comparison against a guess rather than a fact. Consider invoice processing as a common example. If the finance team cannot state that the current process costs, say, four dollars and thirty cents per invoice, produces a two percent exception rate, and takes an average of three days end to end, then no automation vendor can credibly promise improvement. The baseline is not paperwork; it is the control against which every future dollar of benefit will be tested. Exceptions Are Where Automation Economics Break Vendors sell automation rates, ...