
"Last-touch tells us who closed the sale, not what created the buyer."
"We should not build our reporting around perfect memory from either reps or customers."
Reframe: We should evaluate channel contribution, sequence influence, and period lift — not winner-take-all source labels.
"The right question is not 'did every deal self-report tent sale?' The right question is 'did this period generate profitable incremental contribution and acceleration?'"
This is a much more accurate way to judge campaign impact than source-label counting alone.
"The highest-risk path is not testing."
"Let's stop asking one source to explain a multi-month buying journey — and start managing the whole system that creates the sale."