

Most programs optimize toward volume, CPL, and MQLs, metrics that look good in reports but have no direct connection to revenue. Because ad platforms are incentivized to claim credit for as many conversions as possible, those numbers rarely get challenged.
Arbitrary lead scoring systems built on point values with no empirical backing send sales after the wrong leads, and without CRM validation tied to closed revenue, nobody notices until the pipeline numbers disappoint.
Many B2B buyers have done extensive research before ever visiting your site, and long sales cycles with multi-stakeholder buying committees make last-click attribution useless, yet most programs still rely on it to make budget decisions.









