SaaSMay 8, 2026·7 min read
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.
JG
Jérôme Gambiez
Founder, ResponZ
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 — the operational metric
- 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 — the product metric
- 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 — the narrative metric
- 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 setup
Weekly: CSAT per team. Monthly: CES trend per persona. Quarterly: NPS for the board. Three cadences, three uses, zero confusion.What not to do
- 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.