Measuring customer satisfaction without metric tunnel vision

How to combine CSAT, NPS, resolution speed, and outcome quality into a more reliable support scorecard.

This article expands on “Measuring customer satisfaction without metric tunnel vision” with practical structure and takeaways for ecommerce growth teams.

Why this matters

Support interactions often happen at the exact moment a shopper is deciding whether to buy, hesitate, or leave.

What strong teams do differently

• Connect product, policy, and order context in one place
• Use AI for repetitive conversations with clean escalation
• Measure impact across conversion, satisfaction, and recovery