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CSAT, CES, NPS: which one to steer by, which one to ignore

Tracking all three is useless if you never decide. Here's the split that works: the metric that steers the team, the one that steers the product, the one for the exec.

Jérôme Gambiez · Founder, ResponZ
May 8, 2026 · 2 min read

Most SaaS dashboards stack all three side by side. The result: none of them triggers any action, because you're always waiting for the three to align. They never do.

CSAT: what does it measure, and when should you use it?

  • Measures: "Are you satisfied with this interaction?" on a 5-point scale, right after the conversation.
  • Sample: respondents only, self-selection bias owned.
  • Cadence: weekly review per team.
  • Decisions it triggers: agent coaching, macro tuning, quality escalation.

CES: what does it measure, and when should you use it?

  • Measures: "How much effort did it take to resolve?" on a 7-point scale.
  • Strength: the best known predictor of retention. Correlates better than CSAT and NPS.
  • Weakness: wording-sensitive. The trend matters more than the absolute value.
  • Decisions it triggers: product roadmap, self-serve, journey redesign.

NPS: what does it measure, and when should you use it?

  • Measures: "Would you recommend?" on 0-10.
  • Strength: board can grasp it in 8 seconds.
  • Weakness: noisy in B2B, can swing on 5 detractors out of 50 respondents, sensitive to survey timing.
  • Decisions it triggers: very few internal ones. Good for external comms.
Recommended setupWeekly: CSAT per team. Monthly: CES trend per persona. Quarterly: NPS for the board. Three cadences, three uses, zero confusion.

Which mistakes should you avoid with CSAT, CES and NPS?

  • Target an absolute NPS. Targets must be relative to baseline.
  • Over-index on negative CSAT comments, they're over-represented by construction.
  • Mix support CSAT and product CSAT in the same dashboard. You're hiding the signal.

A metric that doesn't trigger any action within 7 days is a cost, not a steering tool.

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