Customer Experience

Customer Satisfaction Score (CSAT): Formula, Survey and Benchmarks

First published Jan 25, 2023Updated September 16, 202612 min read
Oana Predoiu, Content and Copywriter
Oana Predoiu
Content & Copywriter
Published: Jan 25, 2023Updated: Sep 16, 2026
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Quick Answer
The Customer Satisfaction Score (CSAT) is a customer experience metric that shows how satisfied customers are with a product, service or interaction. You collect it with a one-question survey, usually rated on a 1 to 5 scale, sent at key moments in the customer lifecycle. CSAT = (Satisfied responses, usually 4 or 5 ÷ Total responses) × 100, so 150 satisfied answers out of 200 gives 75%. CSAT tells you about satisfaction, not loyalty or effort, so read it next to NPS and CES. Nexus by Omniconvert helps you tie satisfaction back to customer value, so you can act first on the unhappy customers who are worth the most.
Key Takeaways
  • CSAT measures customer satisfaction with a product, service or interaction, usually through one question rated on a 1 to 5 scale.
  • The CSAT formula is (Satisfied responses ÷ Total responses) × 100, where satisfied responses are ratings of 4 or 5 on a 1 to 5 scale.
  • CSAT measures satisfaction only: NPS measures the likelihood to recommend and CES measures the effort needed to get something done.
  • A good CSAT score is relative: compare it with your own history and with similar companies, not with one universal benchmark.
  • The score alone changes little; split respondents into satisfied, neutral and unsatisfied groups and act on each group differently.
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The Customer Satisfaction Score (CSAT) tells you how happy customers are with your product, service or experience. You ask one question, customers rate their satisfaction (usually from 1 to 5), and CSAT is the percentage who answer 4 or 5.

Running a business is more than Key Performance Indicators, sales figures, tax returns or product suites. When stripped down to the core, all companies should revolve around one goal: satisfying the customer. Only when you provide undeniable value will you earn loyal customers who stick by your side in difficult times. That is why customer experience teams deserve the same consideration as sales or marketing teams. In their hands lie the positive experiences customers are craving.

Fortunately, we have many tools and metrics to track the performance of a great digital customer experience. This guide covers what CSAT means, how to calculate it correctly, how it differs from other CX metrics, and how it contributes to improved Customer Lifetime Value.

What is CSAT (customer satisfaction score)?

The Customer Satisfaction Score (CSAT) is the CX metric that shows how happy customers are with your product, service or experience at different stages of the customer lifecycle. It is collected with a short survey and reported as the percentage of satisfied respondents. Use it to understand why customers are happy or unhappy, then fix the areas that matter.

You can use CSAT to understand the reasons behind customers' happiness (or unhappiness) and then take the necessary steps to improve critical areas inside your business. Because you can ask the question at any touchpoint, CSAT works for a whole relationship ("How satisfied are you with our store?") or for one moment ("How satisfied are you with your delivery?").

CSAT is one of several satisfaction metrics. The Customer Satisfaction Index (CSI) is a different one: it combines ratings on several attributes, weighted by importance, into a broader score, while CSAT is the share of satisfied answers to a single question.

How do you calculate CSAT?

To calculate CSAT, send a survey that asks customers to rate their satisfaction on a 1 to 5 scale. Count the satisfied responses (ratings of 4 or 5), divide by the total number of responses, and multiply by 100. The formula is CSAT = (Satisfied responses ÷ Total responses) × 100. For example, 150 satisfied answers out of 200 responses gives a CSAT of 75%.

As with other customer feedback metrics, you measure CSAT with customer satisfaction surveys deployed at several stages of the customer lifecycle. A typical CSAT survey consists of one close-ended question:

How would you rate your satisfaction with [your brand/company]?
1 = Very unsatisfied · 2 = Unsatisfied · 3 = Neutral · 4 = Satisfied · 5 = Very satisfied

To take full advantage of customer feedback, add an open-ended question that asks customers to give the reason behind their rating. You can also add CSAT questions that narrow in on specific parts of the transaction, such as the shopping experience, product quality, the UX of your online store or the shipping process.

After the responses come in, use the CSAT formula:

CSAT Formula: (Number of satisfied responses, usually ratings of 4 or 5 ÷ Total number of responses) × 100

Worked example

You send a post-purchase survey and receive 200 responses:

  • 5 (very satisfied): 90 responses
  • 4 (satisfied): 60 responses
  • 3 (neutral): 25 responses
  • 2 (unsatisfied): 15 responses
  • 1 (very unsatisfied): 10 responses

Satisfied responses = 90 + 60 = 150. CSAT = (150 ÷ 200) × 100 = 75%.

Neutral answers count in the total but not as satisfied, so they pull the score down. Some tools report the average rating instead (the sum of all scores divided by the maximum possible score, × 100). In the example above, that gives 745 ÷ 1,000 × 100 = 74.5%. It is a different number, so always state which method you use and keep it the same over time.

As you can see, CSAT is calculated as a percentage. Still, you can also see the satisfaction of each individual customer. As you would do with NPS, if a high-value customer scores lower, your customer service team can quickly step in and do some damage control. This way, you turn your CX department into a profit center rather than a cost center, and you prevent customer churn instead of merely reacting to it.

The happy/unhappy alternative

A second approach is less nuanced, but it still gives a general idea of customer happiness and can even bypass cultural differences in how people use rating scales. Instead of a scale, customers pick one of three options:

  • Happy
  • Neutral
  • Unhappy

Here, CSAT is the share of "Happy" answers. You can also ask customers to explain their choice in an open-ended question. However, it is easier and more common to work with numbers than with visual elements, so the happy/unhappy version is used less often than the classic rating question.

What is the difference between CSAT, CES and NPS?

CSAT measures how satisfied customers are. The Customer Effort Score (CES) measures how much effort customers need to get something done, usually with your support team. The Net Promoter Score (NPS) measures how likely customers are to recommend you. Each answers a different question, so use them together as a storyboard of your customers' feelings.

With so many customer experience metrics, a comparison is due. It shows what each metric represents and when to use each one to improve customer loyalty. For a deeper side-by-side, read NPS vs. CSAT vs. CES.

Source: Omniconvert
Metric What it measures Typical question Best used for What it doesn't tell you
CSAT Satisfaction with a product, service or interaction How would you rate your satisfaction with…? Checking specific touchpoints and changes Loyalty, or how well your support center works
CES Effort needed to get something done How easy was it to solve your issue? Evaluating customer support and service processes Overall satisfaction or likelihood to recommend
NPS Likelihood to recommend you How likely are you to recommend us to a friend? (0–10) Tracking loyalty and word of mouth Why a customer is satisfied with a specific interaction

CSAT measures customer satisfaction alone. It doesn't tell you anything about customer loyalty or the effectiveness of your support center. It can also be tricky or misleading: respondents usually score in the extremes, so customers who are satisfied but sit somewhere in the middle of the scale risk falling through the cracks. Use CSAT to evaluate how happy you make your customers, but don't stop there.

The Customer Effort Score measures how much effort a customer puts in when interacting with your organization. It is generally used to evaluate customer support, as it shows how complicated it is for a customer to have an issue solved by your service reps. Customers don't always have the patience to go through an intricate call support process or wait more than a few minutes until a representative picks up the phone.

The Net Promoter Score measures the likelihood of customer recommendations. Like CSAT, NPS is measured through a survey with a close-ended question. The similarities end there, since NPS revolves around word of mouth, and there's no guarantee that a satisfied customer will tell their friends about you. Our Net Promoter Score guide covers it in full.

Should one be more important than the other? We advise using the metrics like a storyboard. Let them tell the story of why your customers love you, how smooth the relationship is, and how likely they are to bring their friends to the party. Customers' expectations aren't easy to meet: your products must bring real progress, the price point should be affordable, and their issues should be solved fast. The metrics are your mirror, showing how good a job you're doing and highlighting improvement opportunities you might have overlooked.

Why do CSAT scores matter?

CSAT matters because satisfaction drives the repeat purchases behind Customer Lifetime Value. It shows where and why you don't meet customer expectations, detects how customers perceive a change, and measures your teams' effectiveness. It is also cheap to run: the survey is easy to send and takes customers little time.

Your long-term goal is to monitor and increase Customer Lifetime Value (CLV) and get more profitable relationships from customers you have already acquired. Service quality is the only way to reach a satisfactory CLV. Over-delivering on your promises should be the new normal, and CSAT is the metric that tracks this goal.

Here is how CSAT works for you:

  • It shows what works and what must change. Depending on how you design the survey, you get insights into the parts of the customer experience that work well and the ones that need attention.
  • It shows how customers perceive a change. Measure CSAT before and after a new delivery partner, checkout or returns policy. Because the answers are nuanced, you can detect even small shifts in satisfaction.
  • It works as a bug detector. Negative responses and open-ended answers uncover friction points, issues and problems within your organization, so you can prioritize what to fix.
  • It measures team performance. CSAT after support conversations is a good gauge of your teams' effectiveness.
  • It is easy to run. CSAT surveys are easy to implement and send, and the questions don't take up much of your customers' time.

One of the best skills a professional can learn is asking the right questions, such as "Why are customers leaving us?" CSAT helps answer it, showing where and why you aren't meeting customer expectations.

What is a good CSAT score?

There is no universal good CSAT score. Evaluate yours against similar companies' scores, external industry benchmarks and global customer experience trends, and above all against your own history. Compare with companies of a similar size, product range and customer base, and track CSAT over time to see whether you improve.

To evaluate your CSAT score:

  • compare it with similar companies' scores,
  • use external industry benchmarks,
  • or look at global customer experience trends.
Keep in mind: every organization is unique. Companies have different systems, product assortments and types of customers, so treat benchmarks as a reference point, not the absolute standard for your industry. Benchmarks are only comparable when they use the same calculation method and scale.

When you look for benchmarks inside your industry, compare with companies that share a similar size, product suite and customer base. Besides industry benchmarks, compare your scores with your team's historical performance or with similar teams in different locations. Looking at CSAT from a historical point of view is the most reliable way to track your progress.

How do you create a CSAT survey?

Most CSAT surveys follow the same format: a rating scale plus an optional open-ended question. To get answers you can trust, set a clear objective, put the most important questions first, use simple language, limit open-ended questions and rotate the customer groups you survey.

CSAT is only valid when customers actually want to respond to your survey. With this in mind, here are the key steps for creating a successful one:

  1. Be intentional about the information you need
    Pick your objectives from the start and be sure of the information you want to collect. Talk with your teams first: anyone who interacts directly with customers can point to expectations, red flags or areas of dissatisfaction. For example, if customers from one location churn quickly and buy only once or twice, there might be a shipping issue. Design questions around that assumption, or ask customers to rate the delivery process. Keep a core set of questions and swap in others for what you want to uncover.
  2. Don't be afraid to go into specifics, but put the key questions first
    Start with overall satisfaction, then continue on different paths to discover the details of the experience. By the end of a survey, customers are usually at the end of their patience and want to get it over with, so their ratings might not be as sincere. Treat the answers at the beginning of the survey as the most valuable ones.
  3. Use clear language and keep it short
    Use simple, easy-to-understand words. People might multitask while they answer, so you don't have their full attention. The survey should take at most a couple of minutes. The longer it is, the more people quit before they finish, and the less relevant the answers you get.
  4. Don't overdo it with open-ended questions
    Respondents tend to say everything on their minds in the first open-ended question, so extra ones lead to blank fields or repetitive answers. Include only the questions that matter at the time. If you want to gauge sentiment about a new product, leave out questions about delivery or site speed.
  5. Use different groups for your survey distribution
    If you survey the same group of customers every quarter, you risk tired and even annoyed customers. The insights will also be one-sided and won't give you the holistic view of your organization that you need.

CSAT survey question examples

Here are CSAT questions you can adapt for different moments in the customer journey. Pair each rating question with an optional "What is the main reason for your score?"

  • Overall: How would you rate your overall satisfaction with [brand]?
  • Shopping experience: How satisfied are you with how easy it was to find what you were looking for?
  • Checkout: How satisfied are you with the checkout process?
  • Delivery: How satisfied are you with the delivery of your order?
  • Product: How satisfied are you with the quality of [product]?
  • Support: How satisfied are you with the help you received today?

You can run these as on-site and post-purchase surveys with Omniconvert Explore, then test fixes for what customers complain about on the same platform.

How do you analyze CSAT feedback?

The score alone won't do much for customer retention. To act on CSAT, first split respondents into satisfied, neutral and unsatisfied groups and give each group its own follow-up. Then use text analysis on the open-ended answers to find the reasons behind the ratings at scale.

To analyze your CSAT surveys effectively, go through these two steps.

Step 1: Split your respondents into satisfaction groups

Segment respondents into sub-groups based on their answers, and use a different approach for each. First, check where you stand in numbers: do you have more satisfied customers or unsatisfied ones? If unsatisfied customers outweigh the satisfied ones, act as soon as possible to tip the balance.

  • Unsatisfied customers: the main goal is preventing churn. Solve their issues or the aspects that disappointed them, and you might turn them into satisfied customers. After all, there's a thin line between love and hate.
  • Neutral customers: ask an open-ended question to see what you could have done differently to deliver a better experience.
  • Satisfied customers: follow up and identify exactly what they loved about your brand. That's your strong point, your USP against the competition. Satisfied customers can be turned into promoters, even if you use a CSAT survey rather than an NPS one.

Satisfaction groups become much more useful when you cross them with customer value. An unhappy customer who orders often and spends a lot deserves a faster, more personal response than a one-time discount buyer. RFM segmentation shows you who is who, and reducing churn starts with that high-value, at-risk group.

See which unhappy customers are worth saving first. Nexus by Omniconvert combines RFM segmentation, CLV and churn prediction, and pushes segments to Meta Ads, Google Ads and Klaviyo.

Discover Nexus →

Step 2: Use text analysis to make sense of your data

Text analysis helps you work through open-ended responses without burning resources or staff time. Use text analysis software to extract the recurring themes in your customers' answers, then act on those insights. Customer sentiment analysis works the same way: classify each comment as positive, negative or neutral, and follow the trend.

Let's also shine a light on your customer support teams. CX representatives are usually among the most strained people inside a company, and support departments often face high turnover and more stress than needed from dealing with customers daily. Text analytics can help them automate tasks like sorting CSAT answers, and improve their problem-solving while they keep listening to the voice of the customer.

FAQ: CSAT

1What is the Customer Satisfaction Score (CSAT)?

The Customer Satisfaction Score (CSAT) is a customer experience metric that shows how satisfied customers are with a product, service or interaction. You collect it with a short survey that asks customers to rate their satisfaction, usually on a 1 to 5 scale, and report it as the percentage of satisfied respondents.

2How do you calculate CSAT?

Count the satisfied responses (usually ratings of 4 or 5 on a 1 to 5 scale), divide by the total number of responses, and multiply by 100. The formula is CSAT = (Satisfied responses ÷ Total responses) × 100. For example, 150 ratings of 4 or 5 out of 200 responses gives a CSAT of 75%.

3What is a good CSAT score?

There is no single good CSAT score for every business. A good score is one that beats your own past results and holds up against companies of a similar size, product range and customer base in your industry. Track the trend over time, and compare segments and touchpoints, rather than chasing one universal number.

4What is the difference between NPS and CSAT?

CSAT shows how satisfied customers are with a product, service or interaction. The Net Promoter Score (NPS) shows how likely customers are to recommend you, on a 0 to 10 scale. A satisfied customer does not always recommend you, so the two metrics answer different questions and work best together.

5What is the difference between CSAT and CES?

CSAT measures how satisfied a customer is. The Customer Effort Score (CES) measures how much effort a customer had to put in to get something done, such as solving an issue with your support team. CES is mostly used to evaluate support and service processes.

6What is the difference between CSAT and the Customer Satisfaction Index (CSI)?

CSAT is the share of satisfied responses to one satisfaction question, often asked right after a specific interaction. The Customer Satisfaction Index (CSI) combines ratings on several attributes, weighted by importance, into one broader score for the whole relationship.

7What are the 3 levels of customer satisfaction?

Level one, the bare minimum, is meeting customer expectations. Level two is surpassing expectations. Level three, the most difficult to reach, is delighting customers by going above and beyond to deliver a memorable customer experience.

8When should you send a CSAT survey?

Send a CSAT survey right after the moment you want to measure, while the experience is still fresh: after a purchase, after delivery, after a support conversation, or after a customer uses a new feature or product. Rotate the groups of customers you survey so the same people are not asked every time.

Wrap-up

CSAT is a metric for quality management and for the overall direction of your business. It is cheap to collect, easy to understand, and quick to show where you fall short of what customers expect. If you agree you can't improve customer retention by bribing customers with crazy discounts, offering unforgettable experiences is the way to go. Customers are people, not wallets; they'll let you know as soon as they feel disrespected. Calculate CSAT the right way, read it next to NPS and CES, split the answers by group, and act first where unhappy customers are also your most valuable ones.

Oana Predoiu, Content and Copywriter
Content & Copywriter
Oana Predoiu is a content writer and copywriter who turns ideas into compelling narratives. She writes about how data shapes customer experience, A/B testing, user testing, CRO, and sales, and enjoys researching the qualitative side of customer behavior.

Connect satisfaction to customer value with Nexus

Nexus by Omniconvert brings RFM segmentation, CLV and churn prediction together, so you know which unhappy customers are worth saving first. Push those segments straight to Meta Ads, Google Ads and Klaviyo.