Compare automated and manual budget changes

Test whether automation improves allocation under your constraints.
Define what the rule is allowed to do
Set campaign eligibility, maximum daily change, total spend cap, and a stop condition. Use a log showing every change and its trigger. A rule that scales recent winners may react to reporting delays or repeat customers rather than durable demand.

Choose a comparable baseline
Compare automation with a stable manual process under similar demand and measurement. Keep launch dates and major creative changes visible. If the tool reallocates across campaigns, compare the whole eligible portfolio as well as individual campaigns.
Measure operational value too
Record contribution, qualified volume, loss exposure, and operator time. Test reversibility with a small budget before granting wider authority. A rule that saves time but creates large budget swings may need tighter bounds rather than abandonment.
Try a related tool
Divide remaining spend by the days left in a campaign. Adjust the daily figure for changes in expected demand.


