Editorial
Research Report
Business Leaders CX Report: What’s Working and What’s Not in AI-Driven CX
The Gist
- Metrics aren't the problem — misuse is. Teams treat NPS and CSAT as goals instead of signals, measuring movement without understanding what actually changed for customers.
- Customers define success differently. They care about solving problems and moving forward, not response times or internal KPIs.
- Outcome-based CX drives real impact. Aligning workflows, data and decisions to customer-defined success — and acting on feedback in real time — closes the gap between measurement and improvement.
Customer experience has never been more measurable. Leaders can pull up NPS, CSAT, time to resolution, first call resolution and dozens of other metrics in seconds. On paper, it looks like progress, providing management teams with a KPI to tout with their boards.
In practice, something is off.
Despite all this measurement, customer loyalty is flat or declining in many industries. According to PwC, 32% of customers say they would stop doing business with a brand they love after just one bad experience. Meanwhile, Gartner reports that only about 14% of CX leaders say their organizations consistently act on customer feedback in a meaningful way.
We are measuring more than ever, yet improving less than we think.
Table of Contents
- The Problem With 'Good' CX Metrics
- What Customers Actually Care About
- Start With a 'Customer Success Statement'
- Rethink What You Measure in Customer Experience
- Close the Loop in Real Time
- The Bottom Line for Customer Experience in 2026
The Problem With 'Good' CX Metrics
There is nothing inherently wrong with NPS or CSAT. The problem is how they are used.
Teams often treat these metrics as the destination instead of a signal. A score becomes the goal. Leaders celebrate movement from a 42 to a 48 without stepping back to ask a simple question. What actually changed for the customer?
Conversely, a drop from 50 to 44 rarely sparks action and too often is chalked up to a specific event, perhaps a website outage, a staffing change or more recently a macro economic condition that serves as the excuse.
But rarely is it a single event that affects the score, and more importantly the focus should be on the end-to-end process that exists, or doesn't exist, to identify specific client sentiments and their cause(s).
Surveys also come with their own challenges. Response rates are low, and feedback is often skewed toward extreme experiences. At the same time, customers are increasingly fatigued. Qualtrics has found that many consumers feel overwhelmed by the volume of surveys they receive, which reduces both participation and quality of insight.
So companies respond by sending more surveys, adding more dashboards, and layering in more tools.
None of that fixes the core issue: Most CX programs are designed from the inside out.
Related Article: What Is Net Promoter Score (NPS)? A 2025 Roadmap
What Customers Actually Care About
Customers aren't thinking about your metrics. They're thinking about their problem and how fast someone can solve it.
They want to know if your product or service is helping them solve a problem, reduce risk, save time or move forward in some meaningful way. That is it.
Customers decide whether your solution will remove their pain through their interaction with your people. Do your sales representatives, service agents and customer success managers make them feel heard, valued and important? Because when a person doesn't feel understood, your product's capabilities become almost irrelevant.
If you step back and look at your own behavior as a customer, it becomes obvious. You do not remember a company because their support ticket closed in 2.3 hours. You remember whether they made your life easier or harder.
That is the gap.
Many organizations define success in operational terms. Customers define success as feeling better off after working with you than they were before.
Bridging that gap requires a shift in how we design and measure experience.
Start With a 'Customer Success Statement'
One of the simplest and most effective ways to reset a CX program is to define what success looks like from the customer's point of view.
Not your KPIs or internal goals, but the customer's version of success.
For a SaaS platform, that might be something like, "I can get the solution up and running in a week without outside help." For a financial services company, it could be, "I can make confident decisions without second guessing the data."
For a healthcare company success may mean our clinicians spend more time with patients and less time fighting the system. If documentation is faster, errors go down, and our staff leaves their shift less exhausted. In the municipal government world, success means permits move through the system quickly, projects don't stall, and our council doesn't hear complaints from builders or residents.
These become the anchors.
Every interaction, every workflow, and every metric should tie back to that outcome. If it does not, it is probably noise.
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Rethink What You Measure in Customer Experience
Once you have clarity on customer-defined success, your measurement strategy starts to change.
Instead of asking, 'How fast did we respond?' you ask, 'Did we resolve the issue in a way that moved the customer forward?' Or, as Fred Reichheld, the father of Net Promoter Score, would say, "Did we enrich the customer's life?"
Instead of tracking volume of interactions, you look at friction points across the customer journey. Where do customers stall? Where do they repeat steps? Where do they drop off?
Instead of relying heavily on surveys, you combine them with behavioral data. Usage patterns, adoption rates, renewal signals and support trends often tell a more complete story.
This is where many SaaS and FinTech companies have an advantage. They already have access to rich product data. The opportunity is to connect that data to customer outcomes, not just internal performance.
Related Article: The End of Scoreboard CX: Why Customer Experience Needs Movement, Not Metrics
Close the Loop in Real Time
Another common gap is what happens after feedback is collected.
Many organizations are good at gathering insights and slow to act on them. That is where trust is lost. Closing the loop does not require a massive transformation. It starts with speed and visibility.
When a customer raises an issue, they should see movement. When a pattern emerges, teams should be empowered to respond quickly without layers of approval. When a fix is implemented, customers should hear about it.
This is where CX becomes operational.
Customer experience cannot live in a single team or function. It has to show up in how decisions are made across the organization. It must be woven into the company's DNA, the fabric of its culture.
Product, sales, support and finance all shape the experience. If they are not aligned around a shared definition of customer success, the experience will feel fragmented no matter how many tools you invest in.
Leaders play a key role here. Not by asking for more reports, but by asking better questions.
Are we helping customers achieve what they came to us for?
Are we removing friction or adding to it? Understanding customer effort score can help answer this question.
Are we measuring what matters to them or what is easiest for us to track?
Are we enriching their lives?
Those questions tend to cut through the noise.
The Bottom Line for Customer Experience in 2026
The companies that win on customer experience are the ones with the most clarity.
They understand what success looks like for their customers and align their operations around that outcome. And they measure progress in a way that reflects real value, not just internal activity.
Everything else is just a dashboard.
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