The last-touch demo is the part that sticks. Paid search at 62% while outbound was the first touch on 47% of that same pipeline is a strong case for showing more than one model side by side. Also respect for leaving churn out because none of the 10 postings asked for it. Did any of the JDs say which attribution model they actually report on today?