Both measure interactions - one measures how you felt, the other how hard you worked

CSAT vs CES

CSAT measures satisfaction. CES measures friction.

Both are transactional metrics sent after interactions. But they measure different things - and CES is a stronger predictor of churn than CSAT alone.

CSAT vs CES at a glance

Customer Satisfaction Score (CSAT)

“How satisfied were you with this experience?”

Type: Transactional - measures a specific interaction
Scale: 1–5 (satisfied = rated 4 or 5)
Output: Percentage of satisfied respondents (0–100%)
Timing: Immediately after each interaction
Best for: Satisfaction at support, onboarding, purchase touchpoints
Benchmark: 80%+ is good, 90%+ is excellent (SaaS)

Customer Effort Score (CES)

“How easy was it to resolve your issue?”

Type: Transactional - measures a specific process
Scale: 1–7 (higher = easier, less effort required)
Output: Average score from 1–7
Timing: Immediately after interaction or workflow completion
Best for: Friction detection, process improvement, churn prediction
Benchmark: 5.5+ out of 7 is good (SaaS)

When to use CSAT vs CES

Both are sent after interactions - but the question you ask determines which improvements you can make.

Use CSAT when you want to know...

Was the support team helpful and responsive?

CSAT on support captures warmth, resolution quality, and agent helpfulness - not just speed.

Did onboarding feel welcoming and clear?

Emotional satisfaction at onboarding predicts early engagement and referral likelihood.

Did this purchase or upgrade meet the customer's expectations?

Post-transaction CSAT within 24 hours catches expectation mismatches before they turn into disputes.

How satisfied are users with this new feature?

In-product CSAT triggered on first feature use captures initial reaction before habituation.

Is satisfaction at this touchpoint improving over time?

Track CSAT on the same touchpoint quarterly to measure the impact of operational improvements.

Use CES when you want to know...

How many steps did it take to resolve this support issue?

High-effort support is the #1 predictor of customer disloyalty - more than dissatisfaction.

Was the onboarding flow smooth or did users get stuck?

CES at onboarding tells you where setup friction is killing activation - before the user quits.

How hard was it to upgrade or complete checkout?

Friction at conversion = immediate revenue leakage. CES identifies the exact step causing drop-off.

Does self-service actually work for this use case?

If CES on self-serve is low, users are still calling support because the docs don't work.

Are process improvements actually reducing friction?

Track CES on the same workflow before and after a process change to measure real impact.

CSAT vs CES vs NPS

All three core CX metrics - what they measure, when to send them, and what they predict.

Dimension
CSAT
CES
NPS
Question asked
"How satisfied were you?"
"How easy was that?"
"How likely to recommend?"
What it measures
Satisfaction / experience
Effort / friction
Loyalty / advocacy
Type
Transactional
Transactional
Relational
Scale
1–5
1–7
0–10
Output
0–100%
1–7 average
-100 to +100
When to send
After each interaction
After support / onboarding / checkout
Quarterly / after milestones
Good benchmark (SaaS)
80–85%
5.5+ out of 7
+30 to +50
Predicts
Repeat purchase, loyalty
Churn (high effort = high churn)
Referral likelihood, renewal
Weakness
Can mask high-effort interactions
Narrow scope (friction only)
Doesn't pinpoint problems

Using CSAT and CES together

CSAT shows satisfaction. CES shows whether it was worth the effort.

A support ticket can resolve with high CSAT (the agent was great) while CES is low (it took 5 contacts and 3 days). CSAT alone misses the friction signal that predicts whether this user will churn.

What CSAT misses

High CSAT at support but user had to contact 3 times to resolve

Good onboarding satisfaction score but setup took 2 hours

User happy with the outcome but frustrated by the process

CSAT trending up while users quietly reduce their usage

Combined signal

High CSAT + high CES = great experience, maintain and scale it

High CSAT + low CES = improve the process, the team is covering for it

Low CSAT + high CES = emotional issue, likely an expectations gap

Low CSAT + low CES = systemic problem requiring full redesign

Frequently asked questions

CSAT vs CES - common questions answered.

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