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GUIDE Customer Experience

CSAT: what it is and how to calculate it

Customer Satisfaction Score shows how satisfied customers were with a specific interaction, product or service. Here is the formula, a calculator, sample questions and practical ways to raise the score.

Cloud4Feed Research Team ·Updated 22 Oct 2026 ·6 min read
Quick answer

CSAT measures satisfaction with one experience on a 1–5 scale. In the industry it is reported in two ways: as top-two-box (T2B), the percentage of customers who answer 4 or 5, or as a 0–100 index that averages a score for every answer (1 = 0, 2 = 25, 3 = 50, 4 = 75, 5 = 100).

Dissatisfied (1–2)Neutral (3)Satisfied (4–5)123450255075100Very dissatisfiedVery satisfied
CSAT = % of 4–5 answers (T2B), or a 0–100 indexTry the calculator ↓

At a glance

Question
How satisfied were you with…?
Scale
1–5 (most common)
Result
0–100% (T2B) or a 0–100 index
Measures
Satisfaction with one experience
Best for
Individual touchpoints
IN THIS GUIDE
  • What is CSAT?
  • How to calculate CSAT
  • CSAT calculator
  • CSAT vs NPS vs CES
  • When to use CSAT, and when not to
  • Sample CSAT survey questions
  • What is a good CSAT?
  • How to improve CSAT
  • CSAT FAQ

What is CSAT?

Customer Satisfaction Score measures how satisfied customers are with something specific: a support call, a delivery, a store visit or a product. Customers answer on a short scale, usually from 1 (very dissatisfied) to 5 (very satisfied), and the result is reported in one of two ways. Top-two-box (T2B) gives the share of customers who answered 4 or 5. The 0–100 index converts every answer to a score and averages them, from 0 (everyone very dissatisfied) to 100 (everyone very satisfied).

Unlike NPS, CSAT has no single inventor or official version; it grew out of decades of market research practice. That makes it easy to adopt, but it also means two CSAT scores are only comparable when they use the same question, the same scale and the same calculation method.

How to calculate CSAT

Dissatisfied (1–2)Neutral (3)Satisfied (4–5)123450255075100Very dissatisfiedVery satisfied

CSAT = % of 4–5 answers (T2B), or a 0–100 index

T2B counts only the 4s and 5s. The index counts every answer, using the scores shown under the scale.
  1. 1Count the responses for each answer, from 1 to 5.
  2. 2For T2B: divide the number of 4 and 5 answers by all answers and multiply by 100.
  3. 3For the index: give each answer its score (1 = 0, 2 = 25, 3 = 50, 4 = 75, 5 = 100), add up responses × score and divide by all answers.
  4. 4Choose one method, label it clearly and keep it the same over time.
Worked example250 responses: 120 fives, 70 fours, 30 threes, 18 twos and 12 ones.T2B: (120 + 70) ÷ 250 = 76% · Index: (120 × 100 + 70 × 75 + 30 × 50 + 18 × 25 + 12 × 0) ÷ 250 = 19,200 ÷ 250 = 76.8CSAT = 76% (T2B) or 76.8 (index)The two numbers happen to be close here, but they measure different things and can drift apart. Write the T2B as a percentage and the index as a number, and never compare one with the other.

CSAT calculator

Enter the number of responses for each answer. The score updates as you type.

CSAT vs NPS vs CES

The three customer metrics answer different questions. Most teams use them together: CSAT and CES right after an interaction, NPS for the relationship as a whole.

AspectCSATNPSCES
QuestionHow satisfied were you with…?How likely are you to recommend us?The company made it easy to handle my issue.
Scale1–50–101–7
MeasuresSatisfaction with one experienceLoyalty and word of mouthEffort needed to get something done
Time horizonShort term, right after the experienceLong term, the whole relationshipShort term, right after the experience
Result0–100% (T2B) or 0–100 index−100 to +1000% to 100%

When to use CSAT, and when not to

Use CSAT when you want to…
  • measure one interaction right after it happens
  • compare touchpoints, channels, stores or agents
  • see quickly whether a process change worked
  • keep the survey to one or two questions
Choose another metric when you need to…
  • understand loyalty and word of mouth over the whole relationship: NPS
  • find out how much effort a task took: CES
  • measure how employees feel about the workplace: eNPS
  • rank many features or needs against each other: MaxDiff
  • audit whether staff follow your service standards: Mystery shopping

Sample CSAT survey questions

Overall

Overall, how satisfied are you with [company]?

12345
Very dissatisfiedVery satisfied
After a support contact

How satisfied were you with the support you received today?

12345
Very dissatisfiedVery satisfied
After delivery

How satisfied are you with the delivery of your order?

12345
Very dissatisfiedVery satisfied
Open follow-up

What is the main reason for your score?

Tip: always keep one open question. The score tells you how many people had a poor experience; their comments tell you why.

What is a good CSAT?

A good CSAT depends on your industry, channel and customer base, and on the method you use. The most useful comparison is your own trend over time and the gaps between your touchpoints: a CSAT of 90 at checkout next to 62 in returns tells you where to look.

If you compare against an external benchmark, use a published source and check its date, sample, scale and question. Indexes such as the American Customer Satisfaction Index (ACSI) are also reported on a 0–100 scale but are calculated with their own model, so the numbers cannot be compared directly. Inside the industry, too, some companies report CSAT as T2B and others as a 0–100 index, so check which method a benchmark uses before you compare.

How to improve CSAT

Read every comment, not a sample

The score says how many customers were dissatisfied; the comment box says why. Read all of them and tag the topics that come up again and again.

Follow up on scores of 1 and 2

Contact dissatisfied customers quickly, fix what can be fixed and tell them what changed. A fast, personal reply often turns a bad experience into a recoverable one. See the closing-the-loop guide.

Fix the weakest touchpoint with the most volume

Compare CSAT across touchpoints and start where a low score meets a high number of customers. That is where one fix moves the overall score most.

CSAT FAQ

Both are used in the industry. T2B is easy to explain as a share of satisfied customers, and some research finds that extreme answers predict loyalty better. The index uses every answer, so it reacts to small shifts, for example from 1s to 2s, that T2B ignores. Pick one, label it clearly and keep it; a T2B percentage and an index cannot be compared.

Yes. For T2B, count the top two points of the scale, for example 6 and 7 on a 1–7 scale. For the index, the lowest answer is 0, the highest is 100 and the steps between are equal: score = (answer − lowest) ÷ (highest − lowest) × 100, so each step on a 1–7 scale is worth 16.7. Keep the scale fixed over time so the trend stays comparable.

As soon as possible after the interaction, ideally the same day, while the experience is fresh. The longer you wait, the more the answer reflects general feelings about your brand rather than that one experience.

The fewer responses, the more the score moves by chance. With 100 responses, the margin of error at 95% confidence is roughly ±8 percentage points for a T2B score around 76%, and about ±6 points for an index with a spread of answers like the worked example. Watch the trend over several periods rather than reacting to one small sample.

They answer different questions. CSAT tells you how one experience went; NPS tells you how loyal customers are overall. Most programmes use CSAT at touchpoints and NPS for the relationship.

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NPS

NET PROMOTER SCORE Read the guide →

CES

CUSTOMER EFFORT SCORE Read the guide →

Closing the loop

FROM FEEDBACK TO A SOLVED CASE Read the guide →

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Your CSAT
76%T2B: share of 4–5
76.80–100 index
Average answer 4.07 · 12% answered 3 · 12% answered 1 or 2 · 250 responses
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