Your customers don't leave because they're dissatisfied, they leave because you made them work too hard.
That's the insight behind Customer Effort Score, it's a deceptively simple metric that's become one of the strongest predictors of customer loyalty in B2B. While most companies pour resources into delighting customers, research from Gartner (formerly CEB) shows that reducing effort matters more than exceeding expectations when it comes to keeping customers around.
In this guide, we'll break down exactly what CES is, how it differs from CSAT and NPS, how to calculate it, when to deploy CES surveys, and how to use the results to build lower-friction experiences, especially during customer onboarding, where effort levels can make or break the entire relationship.
Customer Effort Score is a customer experience metric that measures how easy or difficult it was for a customer to complete a specific interaction with your company. Unlike broader satisfaction metrics, CES zeroes in on one thing: friction.
The standard CES survey asks a single question:
"[Company] made it easy for me to handle my issue."
Customers respond on a scale, typically 1-5, 1-7, or a Likert scale from "Strongly Disagree" to "Strongly Agree." Higher scores indicate lower effort (easier experience), while lower scores signal friction that needs attention.
The concept was introduced in a 2010 Harvard Business Review article titled "Stop Trying to Delight Your Customers," which argued that companies overinvest in exceeding expectations and underinvest in simply removing obstacles. The research behind that article, conducted by the Corporate Executive Board (now part of Gartner,) found that effort reduction was far more predictive of future loyalty than satisfaction alone.The business case for measuring customer effort is especially strong in B2B:
For B2B SaaS companies specifically, these numbers translate directly to churn risk, expansion revenue, and Net Revenue Retention. A customer who struggles through onboarding, fights to get support, or finds your renewal process confusing isn't just unhappy, they're actively evaluating alternatives.
Customer Effort Score isn't meant to replace your other CX metrics. Each measures something different, and the most effective programs use all three at different moments.
CSAT measures how satisfied a customer is with a specific interaction, product, or experience. It typically asks "How satisfied were you with [X]?" on a 1-5 or 1-7 scale.
Best for: Transaction-level feedback (post-support, post-onboarding, post-purchase) Limitation: Satisfaction is subjective and influenced by mood, expectations, and recent experiences beyond your control
If you're building out your CSAT program, our customer satisfaction survey guide includes 50+ questions and downloadable survey templates.
NPS measures loyalty and advocacy by asking "How likely are you to recommend [Company] to a friend or colleague?" on a 0-10 scale. Respondents are classified as Promoters (9-10), Passives (7-8), or Detractors (0-6).
Best for: Quarterly or semi-annual relationship health checks, benchmarking against industry Limitation: Broad and backward-looking — doesn't tell you why someone would or wouldn't recommend you
CES measures how easy it was to complete a specific task. It's the most diagnostic of the three because it points directly to friction.
Best for: Post-interaction feedback — after support tickets, onboarding milestones, feature adoption, self-service usage Limitation: Narrowly focused on effort; doesn't capture broader sentiment or loyalty trajectory
|
Metric |
Question It Answers |
Best Timing |
Predicts |
|---|---|---|---|
|
CSAT |
"Were you satisfied?" |
After any specific interaction |
Short-term satisfaction |
|
NPS |
"Would you recommend us?" |
Quarterly / relationship milestones |
Long-term loyalty & advocacy |
|
CES |
"Was this easy?" |
Immediately after a task or interaction |
Repurchase intent & churn risk |
The most effective approach combines all three. Use CES to identify friction in real time, CSAT to gauge satisfaction at key milestones, and NPS to track overall relationship health over time. Together with a customer health score, these metrics give you a complete picture of account risk and opportunity.
The CES calculation is straightforward:
CES = Sum of all individual scores ÷ Total number of responses
You survey 50 customers on a 1-7 scale (1 = Very Difficult, 7 = Very Easy). The total sum of all responses is 285.
CES = 285 ÷ 50 = 5.7
On a 7-point scale, 5.7 indicates most customers found the interaction relatively easy, but there's room for improvement.
There's no universal benchmark because CES depends on your survey scale, industry, and the type of interaction being measured. However, these general ranges apply:
On a 1-7 scale:
On a 1-5 scale:
The real value isn't in hitting a benchmark number, it's in tracking your CES over time and correlating changes with specific product, process, or team improvements. A CES that improves from 4.8 to 5.6 over two quarters tells you more than any absolute score.
Agreement scale (recommended): "[Company name] made it easy for me to [complete specific task]." Scale: Strongly Disagree (1) → Strongly Agree (7)
Effort scale: "How much effort did you have to put in to [complete specific task]?" Scale: Very High Effort (1) → Very Low Effort (5)
Ease scale: "How easy was it to [complete specific task]?" Scale: Very Difficult (1) → Very Easy (7)
The agreement format tends to perform best because it's clear, concise, and uses positive framing that reduces respondent confusion.
After onboarding milestones:
Measuring CES during onboarding is especially valuable because friction in the first 30-90 days is the strongest predictor of churn. If you're tracking customer onboarding metrics, CES should be one of them.
After support interactions:
After self-service interactions:
Pre-renewal (combine with CSAT):
A single CES score tells you what but not why. Always pair your CES question with at least one open-ended follow-up:
These qualitative responses are where the actionable insights live. A CES of 3.2 tells you something is broken; the follow-up comments tell you what to fix.
Timing is critical. CES surveys must be sent immediately after the interaction you're measuring, ideally within minutes, never more than 24 hours later. The further the delay, the less accurate the response.
During onboarding:
During ongoing support:
At relationship checkpoints:
For a deeper look at optimal survey timing across the full customer journey, see our survey timing guide, covering everything from Day 1 post-kickoff through pre-renewal check-ins.
Collecting CES data is only useful if you act on it. Here are seven strategies that consistently lower customer effort in B2B environments.
Every time a customer has to switch from chat to email to phone to repeat their problem, effort skyrockets. Map out your support handoff points and eliminate unnecessary transfers. If a customer starts in chat, they should be able to resolve in chat.
Nothing inflates effort scores like asking customers to re-explain their issue. Ensure your CRM, support tools, and onboarding platform carry context forward so the next person who touches the account already knows the full picture.
Don't wait for customers to get stuck. Use in-app guidance, milestone-triggered emails, and onboarding portals to surface the right information at the right moment. A well-structured customer onboarding process anticipates friction before it happens.
The lowest-effort interaction is the one the customer handles themselves. Invest in searchable knowledge bases, in-app help, and contextual tooltips. Then measure CES on your self-service touchpoints to make sure they actually reduce effort.
The longer it takes a customer to see value, the more cumulative effort they'll perceive. Time to value is closely linked to CES, reducing one almost always reduces the other. Focus on getting customers to their "aha moment" faster by stripping out unnecessary onboarding steps.
Much of perceived effort comes from confusion, not complexity. If a customer knows a process will take 3 steps and 15 minutes, they'll rate a 15-minute process much lower in effort than if they went in blind. Transparency about what's required and what happens next dramatically lowers CES.
When a customer reports high effort, treat it like a churn signal. Route high-effort responses to the account team for immediate follow-up. A quick call saying "I saw your feedback, let me help" can reverse a negative trajectory before it reaches the renewal conversation.
If you only measure CES at one stage of the customer lifecycle, make it onboarding.
Here's why: 70% of churn happens in the first 90 days. That's the period where customers are doing the most work — learning a new platform, migrating data, changing habits, training their team. Every unnecessary step, unclear instruction, or missing resource compounds perceived effort.
According to OnRamp's 2026 State of Onboarding Report, 62% of CS leaders lack real-time visibility into onboarding progress, and 57% say onboarding friction directly impacts revenue realization. CES gives you a quantifiable, real-time signal of exactly where that friction lives.
The companies that treat onboarding effort as a leading indicator, rather than waiting for lagging indicators like churn, are the ones that build durable revenue growth. If you're thinking about how to build a more structured onboarding experience, our guide on customer success covers the full framework.
|
# |
Question |
Type |
Scale |
|---|---|---|---|
|
1 |
[Company] made it easy for me to [complete task.] |
Likert |
1-7 (Strongly Disagree → Strongly Agree) |
|
2 |
How much effort did you personally have to put forth to handle your request? |
Effort |
1-5 (Very Low → Very High) |
|
3 |
How easy was it to get the help you needed? |
Ease |
1-7 (Very Difficult → Very Easy) |
|
4 |
Were you able to accomplish what you set out to do? |
Yes/No |
Yes / Partially / No |
|
5 |
How many times did you have to contact us to resolve this? |
Numeric |
1 / 2 / 3+ |
|
6 |
What would have made this experience easier? |
Open-ended |
Text |
For a complete set of downloadable survey templates with auto-scoring formulas — including CSAT, NPS, and a master dashboard, check out our customer satisfaction survey guide.
Looking to reduce customer effort during onboarding? OnRamp helps B2B teams build guided onboarding experiences that surface the right information at the right time — reducing effort, accelerating time-to-value, and improving retention. Book a demo to see how.
On a 7-point scale, a CES of 5.5 or above indicates a relatively low-effort experience. On a 5-point scale, aim for 4.0+. However, there's no universal benchmark — what matters most is tracking your CES over time and improving it.
Measure CES after every key interaction — support tickets, onboarding milestones, product training, and self-service usage. Avoid surveying the same customer more than once per month on the same interaction type.
They measure different things. CES is more diagnostic and actionable (it tells you where friction exists). NPS is better for tracking long-term loyalty trends. The best programs use both.
Common drivers include channel switching (having to repeat information across chat/email/phone), unclear instructions, slow response times, complex processes, and lack of self-service options.
Yes, and you should. Onboarding is when customers experience the most friction. Measuring CES at key milestones (kickoff, setup, go-live) gives you early warning signals before they become churn risks.
Melissa Scatena is the Marketing Operations Lead at OnRamp with deep experience across customer success, onboarding, and revenue operations. She leads customer events and regularly travels across the country working alongside customer success leaders, bringing real-world insights into how high-performing teams scale post-sale growth.
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