Product Marketing Manager
Last year I was about to kill our free trial because trial-to-paid conversion was sitting at four percent. Before I sent the proposal, I pulled the cohort data by acquisition channel. The four percent was an average. Organic search trials converted at eleven percent. Paid social trials converted at one and a half percent. The average was being dragged by a single channel. Killing the trial would have cut the highest-converting top-of-funnel motion we had. Instead I proposed killing the trial only on paid social and routing those leads into a guided demo flow. Paid social conversion went to about six percent. Total paid customers were up roughly twenty percent in the next quarter. Without the channel split I would have made the wrong call confidently. The lesson was that aggregates lie to you whenever your traffic mix is heterogeneous, and I now look at any decision metric by source before I trust the headline number.