Start with the audit, not the tool
The teams that get automation right spend the first two weeks mapping work, not evaluating platforms. A simple inventory of tasks, owners and volumes surfaces the ten percent of work that produces most of the pain.
Score every candidate on volume, variability and cost of error. Anything high volume, low variability and high error cost is where automation pays back within a quarter.
Ship in thin slices
Automating an end-to-end process on day one is how projects stall. Slice the process into stages, automate the noisiest stage first, and let the humans keep the rest until the numbers earn the next slice.
Each slice ships behind a feature flag with a manual fallback. Reliability compounds; ambition without reliability does not.
Measure what finance believes
Cycle time, error rate and cost per transaction are the three numbers a CFO will accept. Publish them weekly, on the same dashboard, next to the cost of running the automation itself.
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