TrueData™ SURVEYS

Customer Satisfaction Metrics that Reveal the ‘Why’

We isolate what’s driving satisfaction, so you can fix what’s broken and amplify what’s working.

man and woman analyzing customer satisfaction metrics
Trusted by leading companies worldwide

Satisfaction Metrics by Drivers & Segments

group of business clients
Certified Customer Experience Profressional
Customer Experience Professionals Association Foundin gMember
Best in Class CX Thought Leader
A+ Rated Chamber of Commerce
Interaction Metrics gets the 6 sigma black belt certification badge

"*" indicates required fields

arrow from a great symbol connected to a checkmark to show the expertise needed for survey design

A good customer survey isn’t one click. It’s dozens of steps. We handle them all.

Built-In Features that Drive Growth

Survey icon
AI icon
Insights icon
Gears icon
Graph icon
Next steps icon
TrueData™ surveys
True facts icon
True-Facts
TrueData™ surveys
Bias-free survey design.
Higher data accuracy icon
Higher Data Accuracy Flawed questions eliminated. AVG. +210% more reliable data
True tech icon
True-Tech
Save with the leading software included.
Lower total cost icon
Lower Total Cost Efficient by design. AVG. 39% savings per project
Tru Inisght icon
True-Insight
Crosstabs, correlations, text mining, & more.
Improved Clarify icon
Improved Clarity Better team alignment. AVG. 5x faster decisions

IQS for Knowing Your Priorities

three CX analysts using a whiteboard and sticky notes to track satisfaction using the Interaction Quality Score (IQS™).

Text Insights That Explain the Numbers

Every customer comment is analyzed to filter out bias, uncover recurring themes, and capture sentiment. This adds depth to your metrics: you don’t just see the number, you see the reasons behind it.

Interaction Metrics Text Analysis Dashboard where a customer service team can find comments and infographics. The dashboard shows customer satisfaction metrics and the reasons behind the scores.

Trusted by Companies Like Yours

5/5 – Outstanding
“Interaction Metrics provided insights into customer experience that we couldn’t achieve alone. Their Service Evaluations and Surveys have been eye-opening and transformative!”
Andrew Larsen Talent & Development Program Manager Acme Construction
5/5 – Amazing
“It was great to have Interaction Metrics do the kind of deep dive into our call center quality and analytics that is so desperately needed but that we just can’t make the time to do. A great service for a great value.”
Leah Wilson Executive Director The State Bar of California
5/5 – Impressed
“We continue to be impressed by the quality and clarity of Interaction Metrics’ Findings Reports and surveys. They have guided my team on how to stay on the cutting edge of the customer experience.”
Dennis Fitzgerald VP Customer Satisfaction Yaskawa America Inc.
Trusted by leading companies worldwide
Certified Customer Experience Profressional
Customer Experience Professionals Association Foundin gMember
Best in Class CX Thought Leader
A+ Rated Chamber of Commerce
Interaction Metrics gets the 6 sigma black belt certification badge

"*" indicates required fields

Mini-Projects

We optimize your survey design. We can also power up your analysis with correlations and more.

From $950

Projects

A complete survey with an always-on portal. You bring the idea—we’ll craft the questions and give you clarity.

From $5900

Tracking Programs

Stay on top of performance with ongoing surveys that reveal patterns, progress, and performance gaps.

From $350-$9000/Month

Tag icon

Need Something More Tailored?

Not every challenge fits neatly into a package. We build custom research and survey strategies for teams with unique goals, complex audiences, or multi-phase initiatives.

Cover of 5 survey mistakes costing you customers guide

Frequently Asked Questions

Deep Dive: Because You’re Here for the Details

What Are Customer Satisfaction Metrics?

Customer satisfaction metrics track how well your company meets or exceeds customer expectations. But most survey platforms stop at a basic score—leaving you with numbers, not answers.

At Interaction Metrics, we go further. We combine satisfaction data with customer sentiment, comments, and strategic analysis to uncover the “why” behind your results. It’s a smarter way of measuring customer satisfaction—because numbers without meaning are just noise.

Why Satisfaction Metrics Matter for CX Strategy

As expectations rise, customer satisfaction becomes a leading indicator of retention, loyalty, and even referrals. Bain & Company highlights how structured Customer Satisfaction Systems do more than generate scores—they link changes in retention and loyalty directly to revenue and profit growth. This reinforces that satisfaction metrics must evolve into systems for lasting business impact Bain.

Satisfied customers return more often, share positive reviews, and engage with your team more constructively. But relying on a single customer satisfaction score doesn’t tell you enough. You need metrics that reflect the full customer journey—and that’s where our customer survey services come in.

Interaction Metrics is a customer survey company that turns feedback into strategy. Our approach helps you pinpoint what’s working, what’s broken, and where satisfaction differs across segments, regions, and products. With the right satisfaction metrics in place, you’ll have the confidence to take action.

CSAT: Customer Satisfaction Score

Customer Satisfaction Score (CSAT) is one of the most commonly used metrics. It asks customers how satisfied they were with a specific interaction, such as a recent support call or product delivery. But while the CSAT metric is popular, it’s often shallow. That’s why we use advanced methods to correlate satisfaction with open-ended feedback, sentiment trends, and behavioral data. It’s not just about the number—it’s about the story behind the score.

Our analysts look at CSAT data across departments and customer types. Whether you’re focused on service recovery or product reliability, we make the data actionable.

NPS: Net Promoter Score

Net Promoter Score (NPS) is another widely used satisfaction metric. It measures loyalty by asking how likely a customer is to recommend your company. While powerful in theory, NPS can be misleading if it’s not analyzed correctly. We evaluate your net promoter score NPS trends across time, mapping promoter and detractor groups to pain points and touchpoints in the customer journey. This way, you don’t just see who likes you—you see why.

Unlike platforms that simply deliver a score, we turn NPS into a true loyalty diagnostic tool. This helps you reduce customer churn, spot dissatisfaction early, and understand what drives long-term loyalty.

CES: Customer Effort Score

Customer Effort Score (CES) captures how easy it is for customers to complete a task—like getting a quote or resolving an issue. Often, customers won’t mention friction directly. But when we analyze customer effort score CES data, we can detect where support processes, website tools, or product instructions are creating extra work.

Effort is one of the best predictors of future loyalty. That’s why we include CES in your broader customer experience metrics framework. It connects usability to satisfaction—and helps identify invisible barriers that cost you business.

Going Beyond the Big Three

While CSAT, NPS, and CES are essential, they aren’t enough on their own. Depending on your business goals, we might also analyze customer churn rate, customer health score, or customer retention rate.

These metrics measure how satisfaction translates into actual behavior. For example, high satisfaction might not result in loyalty if product value or price alignment is lacking.

We also consider customer lifetime and customer loyalty metrics, giving you a holistic view of experience over time. Tracking these in tandem with customer satisfaction feedback creates a more accurate picture of how your customers feel—and what they’re likely to do next.

How Many Responses Do You Actually Need?

Before you dive into satisfaction metrics, it’s essential to know if your sample size is statistically valid. Too few responses, and your metrics might mislead. Too many, and you’ll waste resources.

The chart below shows how many responses are needed to draw reliable conclusions based on your customer population:

a graph showing how many survey responses are needed based on the number of customers you have.

What Drives Customer Satisfaction?

Satisfaction isn’t just about the product. It’s about expectations, ease, value, and how your company communicates. Our customer survey company uses weighted scoring models to evaluate satisfaction across drivers like product performance, support interactions, and onboarding experience. Each score is analyzed by customer type, ensuring that your strategy reflects real needs—not assumptions.

For example, your new customers might appreciate speedy onboarding, while existing customers may prioritize consistent account management. By segmenting your satisfaction metrics, we uncover the nuances that most platforms miss.

The Problem with High Scores

Many companies see high scores as a reason to celebrate—but they miss the signs of early churn. That’s because high scores can mask dissatisfaction. A customer might be “satisfied” but still defect if a competitor offers more convenience, better pricing, or faster delivery.

We’ve seen organizations boast 90% satisfaction rates while simultaneously struggling with retention. Why? Because they weren’t measuring the right things—or weren’t analyzing customer responses deeply enough.

At Interaction Metrics, we bring clarity to your metrics. We show how scores connect to customer loyalty, behavior, and bottom-line results.

From Scores to Strategy

A good customer satisfaction score is nice. A strategy that improves it is better.

We transform customer satisfaction data into strategic roadmaps. Our analysts evaluate trends, decode patterns, and tie metrics to specific business outcomes. This includes mapping how pain points vary by segment, region, or product line.

Unlike standard dashboards that just show scores, this example breaks down satisfaction by drivers, time period, and team—connecting your data directly to coaching, training, and operational changes.

customer service dashboard by Interaction Metrics that segments data by team and associate

We go beyond the metric to understand overall customer sentiment—and how it shifts over time.

The result? A satisfaction measurement system you can trust to inform decisions across your entire company.

Customer Feedback that Drives Results

Measuring customer satisfaction requires more than just tracking numbers. It demands context. That’s why we collect open-ended comments and analyze them using a blend of qualitative methods and machine learning. This allows us to detect frustration, delight, confusion, and apathy—all signals that standard surveys miss.

When combined with quantitative metrics, customer feedback provides the texture you need to make confident improvements. Whether you’re redesigning support processes or refining product features, honest feedback can guide your next move.

One way we visualize qualitative feedback is by tagging each comment for topic and sentiment—then organizing those themes to highlight what’s most common and most urgent. Here’s an example of what that looks like:

computer showing text analysis tags chart from a customer satisfaction survey by Interaction Metrics

Of course, how you ask for feedback matters—poorly worded questions lead to junk data. That’s why we emphasize survey best practices to ensure every satisfaction score and comment reflects what customers truly experience.

Your Metrics Should Serve Your Customers

Ultimately, satisfaction metrics are only useful if they help you improve the customer experience. That means the data must be clear, credible, and connected to specific customer interactions. We make that possible with custom dashboards that reveal what’s improving, what’s slipping, and what needs urgent attention.

You’ll see exactly how your customer service team is performing—and how the broader experience is shaping loyalty, retention, and customer lifetime value. And you’ll get those insights faster than with any off-the-shelf survey tool.

Why Choose Interaction Metrics?

Interaction Metrics is a customer survey company for CX that delivers more than just data. We design every survey from scratch, remove bias from your questions, and apply segmentation and weighting to make your metrics accurate. With us, you don’t just measure satisfaction—you improve it.

Unlike software vendors, we already have the tools. Unlike consultants, we deliver statistically valid findings. Our clients don’t just gain insights—they gain direction.

Whether you’re trying to reduce customer churn, improve customer support, or understand what drives your loyal customers, we build the customer satisfaction measurement system that gets you there.

Customer Experience Awards

When your metrics meet statistically valid thresholds, we recognize your achievement with an official Interaction Metrics badge.

  • Superior Customer Experience: Score of 85–89.9
  • Outstanding Customer Experience: Score of 90+

These awards aren’t fluff—they’re backed by data. Use your badge on your website, proposals, and social channels to show customers and stakeholders that you’re committed to measurable excellence.

interaction metrics' superior and outstanding  customer experience rewards

The Strategic Value of Satisfaction Metrics

Your satisfaction metrics shouldn’t live in a vacuum. They should inform product strategy, customer service training, pricing decisions, and more. At Interaction Metrics, we connect your customer satisfaction levels to the outcomes that matter—like customer retention, customer loyalty, and increased share of wallet.

This isn’t about dashboards. It’s about business clarity.

Ready to Make Your Metrics Work?

You’ve been collecting customer satisfaction data. But are you doing anything meaningful with it?

Let’s talk about building a better feedback system—one that provides clarity, not clutter. As a trusted customer survey company, we’ll help you use satisfaction metrics to improve every aspect of your customer experience.

Certified Customer Experience Profressional
Customer Experience Professionals Association Foundin gMember
Best in Class CX Thought Leader
A+ Rated Chamber of Commerce
Interaction Metrics gets the 6 sigma black belt certification badge

"*" indicates required fields