The number 30 percent sounds like the kind of round figure that gets dropped into a case study to make a project look good. I want to be specific about where it came from, what it actually measures, and why it is repeatable.

This is the story of a B2B technology company with 45 sales representatives, a Salesforce org that had been live for three years, and a leadership team that had lost confidence in the platform. The sales team was spending, by their own estimate, roughly 10 to 12 hours per week on administrative tasks: updating records, preparing for forecast calls, generating reports, and chasing deal status across email and Slack. The sales manager was spending every Monday morning manually pulling together a pipeline report that was already outdated by the time it landed in the inbox.

Three years after their initial Salesforce implementation, the platform had become a burden rather than an asset.