Customer experience measurement in B2B suffers from a peculiar pathology: we treat fundamentally different metrics as if they were interchangeable instruments measuring the same phenomenon.

The confusion is understandable. NPS, CSAT, CES—they all involve asking customers questions and generating numerical outputs. But this surface similarity obscures profound differences in what these metrics actually measure, the organizational capabilities required to act on them, and the decision contexts they should inform.