01Use one representative cohortSelect the same ICP, offer, geography, and evidence standard in both systems.
02Normalize operational constraintsUse comparable sender health, sequence length, send windows, stop rules, and human review.
03Track operator timeMeasure preparation, QA, campaign maintenance, reply triage, and reporting time as part of total cost.
04Decide on qualified outcomesCompare positive replies, qualified replies, meetings, activations, and pipeline after the complete follow-up window.