NPS, CES, CSAT… Which Customer Experience Metrics Should You Choose?

Explore the essential indicators – NPS, CES, and CSAT – to measure and optimize customer experience. Learn how to use them effectively to build loyalty and boost business performance.

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Table of contents

NPS (Net Promoter Score), CSAT (Customer Satisfaction Score), and CES (Customer Effort Score) each measure a different dimension of customer experience: long-term loyalty, post-interaction satisfaction, and journey ease. None of them is sufficient on its own. Used together, they give a complete picture of how customers feel, where friction occurs, and which actions to prioritize.

This guide covers the definition and formula of each metric, how to read the scores, industry benchmarks, and how to combine them to drive real CX improvements.

Table of contents

NPS, CSAT, CES: definitions and formulas

NPS (Net Promoter Score): measuring loyalty and advocacy

Created in 2003 by Fred Reichheld at Bain & Company, the Net Promoter Score measures the likelihood that a customer will recommend your company. It is a relationship metric, not a transactional one: it reflects the overall bond between a customer and a brand, not a single interaction.

The question: “On a scale of 0 to 10, how likely are you to recommend [company/product/service] to a friend or colleague?”

CategoryScoreProfile
Promoters9 to 10Loyal, enthusiastic customers who actively recommend
Passives7 to 8Satisfied but not engaged, vulnerable to competitors
Detractors0 to 6Dissatisfied customers who may damage your reputation

Formula: NPS = % Promoters – % Detractors

NPS can be negative. A score above 0 is positive. A score above 30 is generally considered good; above 50 is excellent. What matters most is the trend over time and comparison with your industry.

CSAT (Customer Satisfaction Score): measuring immediate satisfaction

CSAT measures satisfaction after a specific interaction: a support call, a purchase, an onboarding. It is a transactional metric that captures customer sentiment right at the moment of contact.

The question: “How satisfied are you with [interaction/product/service]?”

Responses are collected on a 1 to 5 (or 1 to 10) scale. Positive responses are scores of 4 and 5 on a 5-point scale.

Formula: CSAT (%) = (Positive responses / Total responses) × 100

A CSAT of 80% means 8 out of 10 customers declared themselves satisfied with that specific interaction. For a deeper dive into calculation, benchmarks, and improvement levers, see our customer experience resources.

CES (Customer Effort Score): measuring journey smoothness

Introduced in 2010 by the Corporate Executive Board following a study published in the Harvard Business Review, the Customer Effort Score measures how much effort a customer must exert to accomplish a task or resolve a problem. Its core hypothesis: reducing customer effort is more predictive of loyalty than creating delight.

The question: “On a scale of 1 to 7, how strongly do you agree: [Company] made it easy for me to resolve my issue.”

Formula: CES = average score across all responses

A high CES (close to 7) signals a smooth experience. A low CES identifies friction points that need attention.

NPS, CSAT, CES: what each metric measures

CriterionNPSCSATCES
What it measuresLoyalty and recommendationSatisfaction after an interactionEffort required by the customer
Core question“Would you recommend us?”“Were you satisfied with…?”“Was it easy to…?”
Scale0 to 101 to 5 or 1 to 101 to 7
Recommended frequencyQuarterly / semi-annualAfter each key interactionAfter a process or task
HorizonLong-term, relationalShort-term, transactionalOperational, functional
PredictsGrowth and word of mouthImmediate satisfaction levelBehavioral loyalty through ease
Main limitationDoes not explain the reasonsDoes not predict future loyaltyDoes not capture the emotional dimension
NPS, CSAT and CES positioned along the customer journey A customer journey timeline showing where to deploy each metric: CES and CSAT at Discovery, Evaluation, Purchase and Support; NPS at Renewal and Advocacy stages. Where to deploy each metric in the customer journey Discovery CES + CSAT Purchase CSAT + CES Support CSAT + CES + NPS Renewal NPS + CSAT Advocacy NPS CES / CSAT focus All three combined NPS focus © Armatis — armatis.com

How to interpret NPS, CSAT and CES scores

NPS score interpretation

NPS scoreLevelWhat it means
> 70ExcellentVery loyal customers, active brand advocates
50 to 70StrongHigh satisfaction and solid loyalty
30 to 50AcceptableAverage satisfaction, significant room for improvement
0 to 30To improveCustomer churn risk to watch closely
< 0CriticalMore detractors than promoters, urgent action needed

CSAT score interpretation

CSAT scoreLevelRecommended action
> 85%ExcellenceBuild on loyalty and recommendations
75 to 85%GoodMaintain and refine residual friction points
60 to 75%SatisfactoryIdentify irritants, targeted action plans
< 60%CriticalImmediate corrective actions, full diagnostic

CES score interpretation

CES score (1 to 7 scale)Effort levelImpact on experience
6 to 7Very low effortSmooth experience, strong correlation with loyalty
4 to 6Moderate effortStandard experience, some friction points exist
< 4High effortMajor friction points, urgent optimization required

NPS, CSAT and CES benchmarks by industry

Interpreting a score without an industry reference is like reading a map without a scale. A NPS of 35 is outstanding in telecom, average in retail, and below par in B2B insurance. Context defines performance.

NPS benchmarks by industry (2025)

According to Retently’s 2025 NPS Benchmark Report, based on a sample of over 10,000 surveys per industry, the global average NPS across all sectors is 32. Industry averages vary significantly:

IndustryAverage NPS (2025)Key driver
Technology and Services66Product integration, innovation, UX
Retail and E-commerce59Delivery speed, returns, service consistency
Hospitality44Personalization, repeat experience
Banking and Financial Services41Trust, issue resolution, digital ease
B2B Software / SaaS40Onboarding quality, support responsiveness
Telecom19Billing friction, churn, contract complexity
NPS benchmarks by industry 2025 Horizontal bar chart showing average NPS scores by industry: Technology and Services 66, Retail and E-commerce 59, Hospitality 44, Banking and Financial Services 41, B2B Software and SaaS 40, Telecom 19. Source: Retently 2025. Average NPS by industry — 2025 benchmarks Source: Retently 2025 NPS Benchmark Report 0 20 40 60 80 Technology & Services 66 Retail & E-commerce 59 Hospitality 44 Banking & Financial Services 41 B2B Software / SaaS 40 Telecom 19 Global avg: 32 © Armatis — armatis.com

B2C companies average an NPS of 49 versus 38 for B2B, a structural 11-point gap driven by transaction simplicity and relationship complexity. According to Bain & Company, companies that lead their industry on NPS grow revenues roughly twice as fast as their competitors.

CSAT benchmarks

According to the American Customer Satisfaction Index (ACSI) and Zendesk’s industry benchmarking data, a CSAT score between 75% and 85% is generally considered good across most sectors. In competitive industries such as SaaS and e-commerce, top-performing teams target 90% or above. Survey response rates typically range from 20% to 30%; above 40% is considered strong, and below 15% signals the need to revisit timing, channel, or survey length.

CES benchmarks

CES lacks universal cross-industry benchmarks because many platforms use different scales. According to Gartner, scores below 70% (on a percentage-based version) indicate areas for improvement, while scores above 90% signal a strong position. On the standard 1 to 7 scale, a CES above 5.5 is considered good. A CEB study found that improving CES from a low score to a mid-range score increases customer loyalty by 22%, while further gains at the top of the scale produce marginal returns.

How to improve your NPS, CSAT and CES scores

Tracking scores without acting on them produces no ROI. Each metric responds to specific operational levers.

Improving NPS

NPS is a lagging indicator: it reflects the cumulative result of many interactions. The three most reliable drivers are first-contact resolution (resolving issues without callbacks or transfers), reducing customer effort at every touchpoint, and closing the feedback loop with detractors directly. According to research from Lorikeet CX, teams that focus on resolution quality rather than survey optimization see NPS gains of 15 to 25 points. Segment your NPS by customer type, tenure, and channel to identify where detractors concentrate before building any action plan.

Improving CSAT

CSAT improves fastest when friction is removed at the specific touchpoints where it is measured. Start by identifying the interactions with the lowest scores, analyze the open-ended feedback attached to those ratings, and prioritize fixes that affect the highest volume of customers. In customer service contexts, FCR (First Contact Resolution) is the single strongest predictor of CSAT: according to multiple Zendesk reports, customers who have their issue resolved on the first contact score satisfaction significantly higher than those who need to contact again. Survey timing matters too: sending CSAT within minutes of the interaction produces more reliable data than end-of-week or monthly surveys.

Improving CES

CES improvement is primarily about removing steps, reducing wait times, and making self-service genuinely functional. Map the specific journey step where the CES is lowest and ask one operational question: what stops a customer from completing this task without contacting support? Reducing channel switches (forcing customers to repeat information across touchpoints) and improving IVR or chatbot deflection quality are the two highest-impact levers. A low CES on digital self-service, for example, often points to knowledge base gaps rather than interface issues.

When to use NPS, CSAT and CES in the customer journey

Each metric has its moment. Using the wrong metric at the wrong touchpoint generates unreliable data and misdirected action plans.

Journey stageRecommended metricsObjectiveExample question
DiscoveryCES, CSATEase of finding information“Did you easily find what you were looking for?”
EvaluationCES, CSATClarity of offer comparison“Was it easy to compare our offers?”
PurchaseCSAT, CESPurchase process satisfaction“Are you satisfied with your purchase experience?”
OnboardingCES, CSATEase of product setup“Was getting started straightforward?”
Daily useCSAT, CESProduct or service performance“Does the product meet your expectations?”
Support contactCSAT, CES, NPSResolution quality and effort“Was your issue resolved easily?”
RenewalNPS, CSATLoyalty and overall satisfaction“Would you recommend our company?”
AdvocacyNPSLikelihood to recommend“On 0 to 10, how likely are you to recommend us?”

Combining NPS, CSAT and CES for a 360° view

Taken separately, each metric only explains part of the picture. CSAT tells you whether the interaction went well. CES reveals the effort it took to get there. NPS steps back to assess the strength of the relationship over time, and therefore the probability that the customer will stay and recommend.

The three reinforce each other. Excessive effort (low CES) gradually weighs on satisfaction (CSAT), which in turn erodes loyalty (NPS). Conversely, a smooth and positive experience builds immediate satisfaction and future recommendation. That virtuous cycle is what cross-metric management is designed to create.

Cross-analysis matrix: diagnose and act

NPSCSATCESDiagnosisPriority action
HighHighLow effortOptimal performanceMaintain and capitalize on recommendations
HighHighHigh effortSatisfied customers but laborious journeySimplify processes without degrading quality
HighLowLow effortSpecific quality issue, relationship intactTreat the identified irritant quickly
LowHighLow effortAdequate satisfaction but no engagementWork on differentiation and brand experience
LowLowLow effortMajor quality problemFull service quality audit
LowLowHigh effortCustomer experience crisisGlobal emergency plan across all dimensions

Beyond the three metrics: complementary KPIs

NPS, CSAT and CES give a satisfaction and loyalty view. To connect those data points to operational performance and return on investment, additional indicators are essential.

KPIWhat it measuresWhy it matters
Retention rateShare of customers retained over a periodOutcome indicator of satisfaction over time
Churn rateShare of customers lostEarly warning signal to cross with CSAT and NPS
CLV (Customer Lifetime Value)Total revenue generated by a customerOrients investment toward high-value customers
FCR (First Contact Resolution)Share of requests resolved on the first contactStrongly correlated with CSAT and CES improvement
AHT (Average Handling Time)Average time to handle a contactMust be combined with FCR to avoid perverse effects
Direct recommendation rateShare of new customers acquired through referralConcrete measurement of NPS impact on growth

A low FCR, for example, generates repeat contacts that degrade CES and CSAT before NPS even registers the impact. Anticipating these cascading effects is the hallmark of structured CX management. Our guide on outsourced contact center KPIs covers how to integrate these metrics into SLAs and performance dashboards.

NPS, CSAT, CES and customer service outsourcing

These three metrics sit at the heart of any serious outsourcing arrangement. They are among the most common contractual commitments between a company and its BPO provider: without defined targets for CSAT, FCR and NPS, there is no shared basis for evaluating performance or triggering action plans.

At Armatis, tracking these metrics is embedded in the operational dashboards shared with each client, with real-time monitoring and differentiated action plans by interaction type and team. The objective is to make customer satisfaction an operational data point, not a monthly reporting exercise. To understand how to structure this measurement framework, see our guide on the essential KPIs in an outsourced contact centre.

Conclusion

NPS, CSAT and CES are not interchangeable: each answers a precise question about a different dimension of customer experience. CSAT tells you whether the interaction went well. CES tells you whether it was easy. NPS tells you whether the customer will come back and talk about you.

Smart CX management rests on three principles: measure each metric at the right moment in the journey, cross-reference them to identify the real causes of gaps, and act before a friction point becomes a customer loss. For support on structuring this measurement framework in your organization, our teams are available to discuss your challenges.

FAQ: frequently asked questions about NPS, CSAT and CES

What is the difference between NPS and CSAT?
NPS measures the likelihood that a customer will recommend your company: it is a long-term loyalty and relationship indicator. CSAT measures satisfaction after a specific interaction: it is a transactional, immediate metric. A customer can have a high CSAT after a successful support call and a low NPS if their overall relationship with the brand does not satisfy them.

Should you choose between NPS, CSAT and CES, or use them together?
Using them together is recommended. Each illuminates a dimension the others do not cover: immediate satisfaction (CSAT), journey smoothness (CES), and long-term loyalty (NPS). Separately, they only tell part of the story. Combined, they allow precise diagnosis and prioritized action. According to CustomerGauge research, 49% of NPS users also measure an additional metric, most commonly CSAT.

What is a good NPS score by industry?
It depends on the sector. According to Retently’s 2025 benchmarks, the global average NPS is 32. Technology and services companies average 66; retail and e-commerce reach 59; hospitality and banking sit around 41 to 44; telecom averages 19. Always benchmark within your industry before drawing conclusions from an absolute score.

How often should you measure NPS?
NPS is typically measured quarterly or semi-annually. Too frequently, it generates respondent fatigue and loses reliability. It can also be triggered at key relationship milestones: after several months of the relationship, before renewal, or following an offer change.

Is CES really more predictive of loyalty than CSAT?
According to the Corporate Executive Board’s research, low customer effort is indeed more predictive of behavioral loyalty than high satisfaction. A satisfied customer may leave if they find an easier alternative. A customer who resolved their problem without effort has far fewer reasons to look elsewhere. The two metrics are complementary rather than competing.

How do you integrate these metrics into an outsourcing contract?
CSAT and NPS targets are the most common inclusions in BPO SLAs. It is recommended to define a minimum monthly threshold per metric, a measurement method agreed by both parties, and a formal review cadence. Adding FCR alongside CSAT prevents perverse effects where a provider improves handling time at the expense of resolution quality.

Sources

  • Fred Reichheld, “The One Number You Need to Grow”, Harvard Business Review, 2003: hbr.org
  • Corporate Executive Board, “Stop Trying to Delight Your Customers”, Harvard Business Review, 2010: hbr.org
  • Retently, “What is a Good Net Promoter Score? 2025 NPS Benchmark”, 2025: retently.com
  • Bain & Company / NPS Prism, NPS Benchmarks Reports, 2025: npsprism.com
  • Gartner, CES Benchmark Report, 2024
  • PwC, “Experience is Everything”, 2023: pwc.com
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Armatis is one of Europe’s leading providers of business process outsourcing (BPO) services in the field of customer experience. For over 35 years, it has supported large enterprises and SMEs in managing and transforming their customer service operations. With a presence in France, Tunisia, Portugal, Poland, Madagascar, and Germany, the group combines industry expertise, a multi-site European presence, and cutting-edge technology integration to meet the demands of European and international markets.

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