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NPS vs CSAT vs CES: which metric, and when

Three satisfaction metrics, three different questions about your product. Here's what each actually measures and when to reach for it.

The Cadenly TeamUpdated June 27, 2026

NPS, CSAT, and CES get used interchangeably and shouldn't be — each asks a fundamentally different question, and using the wrong one gives you a confident answer to a question you didn't mean to ask.

NPS — Net Promoter Score

The question: "How likely are you to recommend us to a friend or colleague?" on a 0–10 scale. Subtract the percentage of detractors (0–6) from promoters (9–10). NPS measures loyalty and advocacy — the overall health of the relationship. It's best taken periodically to track whether sentiment is trending up or down. Its weakness: it's a lagging, high-level number that doesn't tell you what to fix on its own.

CSAT — Customer Satisfaction Score

The question: "How satisfied were you with [this specific thing]?" usually 1–5. CSAT measures satisfaction with a specific interaction or feature — a support ticket, an onboarding flow, a particular feature. It's transactional, best fired right after the interaction it's about. Its weakness: it's local; high CSAT on individual interactions can coexist with a customer who's quietly about to leave.

CES — Customer Effort Score

The question: "How easy was it to [accomplish your goal]?" CES measures effort, and for many products it's the strongest predictor of churn there is — because customers don't leave over a lack of delight, they leave over friction. Making things easy retains people more reliably than making them delightful. Its weakness: it's narrow, focused on ease rather than overall value.

Which, and when

  • Tracking overall relationship health over time → NPS.
  • Evaluating a specific feature or interaction → CSAT, right after it.
  • Predicting churn / finding friction → CES.

And the rule that applies to all three: a score with no "why" is nearly useless. The number tells you the temperature; the open-text follow-up tells you the diagnosis. Always pair the metric with a verbatim question, and spend most of your analysis energy on the words, not the digit.

Key takeaways
  • NPS measures loyalty/advocacy ('would you recommend?'); good for overall relationship health.
  • CSAT measures satisfaction with a specific thing ('how satisfied were you?'); good post-interaction.
  • CES measures effort ('how easy was it?'); the best churn predictor for many products.
  • No single number is enough — pair a score with the verbatim 'why.'

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