The Guide to Buying CX Intelligence Software

Natalia Dwórznik

Last Updated:

December 5, 2025

Reading time:

minutes

Introduction

Customer Experience Intelligence (CXI) is an emerging and exciting software category that will certainly change the way companies drive growth. But you may wonder, "What exactly is it? How is it going to help my business?"

As a leader in this space, Chattermill has long partnered with companies focused on Experience-Led Growth - a strategy emphasizing cultivating exceptional customer experiences as the foundation for sustainable business growth. It's no secret that experience-led companies achieve over double the growth of their industry counterparts. Iconic brands like Apple, Amazon, and Uber have mastered the art of transforming customer interactions into memorable experiences, creating passionate fans, and driving revenue.

However, becoming an experience-led company requires significant effort, hard work, and determination. Many businesses often lack the technology, data, and analytics needed to uncover customer needs, design effective solutions, and deliver impactful results. That’s where Customer Experience Intelligence comes in. It bridges the gap between your customer data and the crucial decisions your teams need to make daily to achieve your business objectives.

This guide aims to help you understand Customer Experience Intelligence (CXI) in greater detail, explore why it’s gaining traction among the most customer-centric companies, and identify what to look for when choosing a CXI platform like Chattermill. We hope it will assist you in selecting the right solution, building a strong business case, and aligning your internal teams on your own journey toward becoming an experience-led business.

Chapter 1: What is CX Intelligence?

Imagine a world where every business decision is driven by reliable and solid data. Where every team and department has clear answers to any business question and knows exactly what to prioritize to drive meaningful results. All customer concerns, frustrations, or ideas are analyzed in real-time, guiding every decision in business strategy.

That’s exactly what Customer Experience Intelligence was designed for. CX Intelligence goes beyond just showing what customers say. It helps businesses understand why it matters, what’s behind the feedback, and what steps to take next. It’s not just another dashboard - it’s a system designed to link customer input to real actions and business outcomes.

Customer Experience Intelligence is one of the most impactful investments you can make for your business. The insights from a CX Intelligence platform will not only transform how you retain customers but also transform how you make strategic decisions regarding your product offerings, pricing policy, supply chain management, operations, and more.

How do CX Intelligence platforms work?

Implementing CX Intelligence doesn't mean ripping out everything you have in place and starting again. It’s about integrating with your existing ecosystem to enhance and amplify the work you’re already doing.

CXI integrates with your current ecosystem to uncover hidden insights, connect the dots across feedback channels, and help your teams take action with confidence.

Here's what that look like in practice:

Step 1: Listen to all customer feedback

A CX Intelligence platform brings together all your customer experience data - from surveys, reviews, support conversations, and social media - into one unified view. By connecting multiple sources, it eliminates data silos and blind spots, ensuring your teams work from the same, complete view of the customer experience.

Step 2: Understand what’s happening and why

CX Intelligence platforms use advanced AI to analyze customer feedback, uncover trends, and highlight the key factors influencing customer behavior. This helps you move beyond surface-level insights to understand what’s driving your most important business outcomes. By pinpointing the most common pain points and areas for improvement, you can focus your efforts where they’re most likely to impact revenue, retention, and satisfaction.

Step 3: Act with clarity and confidence

Armed with meaningful, data-backed insights, teams across CX, Support, Product, and Revenue can align on priorities and take action where it matters most. Whether it’s improving product quality, reducing returns, strengthening customer relationships, or increasing retention, every decision is guided by a clear understanding of what will drive real business impact.

Customer Experience Intelligence helps teams see the full picture and make truly informed decisions. It connects customer insights to business outcomes, so you can focus efforts where they’ll make a real difference.

Who is CXI for?

Companies from various industries, go-to-market models, target audiences, and stages utilize Customer Experience Intelligence (CXI) to enhance customer experiences, which is crucial for their business growth.

While large B2C companies, such as Amazon, Uber or Booking.com, commonly use CXI solutions, they are increasingly becoming essential for businesses across all sectors. Examples include:

Customer Experience Intelligence (CXI) solutions aren’t designed just for one team - they are utilized by various departments throughout the organization to address their key business challenges. These include:

CX and Customer Insights teams focused on enhancing customer experiences and improving metrics like NPS, retention, and customer satisfaction.
Product teams looking to use customer insights to guide product development, drive product adoption, and improve conversion rates at each stage of the customer journey.
Customer Support teams focused on identifying the most common reasons for customer contacts and reducing time spent on manual analysis.
Operational teams concentrating on streamlining processes and cutting operational costs to improve overall efficiency.
Marketing teams using customer insights to create targeted campaigns, personalize messaging, and improve customer acquisition and engagement across channels.
Revenue teams focused on driving customer loyalty, generating advocacy, and staying competitive by understanding the market landscape.
Founders and executive teams aiming to improve core business performance by delivering better customer experiences, leading to higher lifetime value (LTV) and long-term sustainable growth.

What motivates customers to make larger purchases?
How can we encourage low-spending customers to increase their order frequency?
What products do high-spending customers tend to purchase together?

BEST FOR

Fashion Retailers, Direct-to-Consumer Services

Product Inventory Analysis

HOW IT WORKS

QUESTIONS CXI CAN ANSWER

What product issues do customers commonly report?
Are there particular materials or styles that customers consistently praise or criticize?
How does product quality influence repeat purchases and customer loyalty?

BEST FOR

Operations, Procurement, Merchandising, Marketing & Customer Support

Operations Analysis

HOW IT WORKS

Operations, Procurement, and Logistics teams often lack direct access to customers, leading to limited insights into their experiences. A CXI platform can pinpoint major customer concerns related to product quality, packaging, delivery, and logistics. By getting access to these insights, teams can enhance the last-mile experience, leading to improved operational efficiency, reduced costs, and fewer customer contacts.

QUESTIONS CXI CAN ANSWER

What common delivery issues do customers report?
Which carriers receive the most complaints?
What feedback do customers have regarding packaging and sustainability?

BEST FOR

Operations, Logistics, Procurement, Quality Control Teams

Support Contact Reasons Analysis

HOW IT WORKS

Customer emails, support calls, and chat conversations contain valuable insights but are often difficult to analyze at scale. A robust CXI solution automates the analysis of thousands of customer interactions, providing actionable insights that enable teams to reduce inquiry volume without dedicating hours to manual analysis.

QUESTIONS CXI CAN ANSWER

What are the most common contact reasons?
Which products or services generate the most inquiries?
What recurring issues do customers face that could be addressed with a help guide?

BEST FOR

CX, Support, Insights, Product, Operations, Marketing Teams, Contact Centers

Competitor Analysis

HOW IT WORKS

Many companies tend to follow their competitors' lead in strategic business decisions without fully understanding what differentiates them in the market. A CXI platform can analyze publicly available data from app reviews and social media to identify gaps and key customer concerns about competitors' products. These insights can inform the creation of superior products and experiences, enabling your brand to stand out.

QUESTIONS CXI CAN ANSWER

How do customers perceive the quality of competitors' products?
How do competitors handle product returns and refunds?
What innovative services do competitors offer that set them apart in the market?

BEST FOR

CX, Product, Marketing and Sales Teams

Why invest in CX Intelligence?

Many companies face operational challenges, such as manual processes or slow innovation, that often drive them to seek CXI solutions to automate the processes and do the heavy lifting.

For others, CXI platforms are vital for bringing teams together around a shared focus on customer experience, helping to create a customer-centric culture.

However, most businesses see CXI as a chance to gain a competitive edge. By truly understanding their customers and delivering outstanding experiences, they can stand out in the market.

In this section, we’ll highlight the key benefits of investing in Customer Experience Intelligence:

Save hours spent on manual analysis

Analyzing unfiltered and unstructured text feedback is crucial for understanding customer experiences, yet large volumes of data can overwhelm teams, paralyzing their ability to make strategic decisions.

The impact of CXI:

Customer feedback is automatically analyzed in real-time, regardless of data volume, source, or language
Improved speed to insights, eliminating inconsistencies and bias
Operational costs decrease through the automation of manual tasks
Time is saved, allowing focus on strategic CX initiatives

Enable teams to make informed decisions

Knowing what to prioritize, and which initiatives will deliver the highest ROI, is crucial to making effective investments. But without reliable data and actionable insights, teams are left flying blind, relying on intuition and assumptions to guide their decisions.

The impact of CXI:

All data sources are centralized for a unified view across teams
Teams can quickly uncover the drivers of business KPIs (NPS/CSAT)
Key issues are prioritized with clear, actionable insights
Decision-making is faster and grounded in solid data

Improve CX metrics and drive retention

CX metrics such as customer NPS, retention, or churn are often leading indicators of long-term business success and profitability, reflecting customer satisfaction and loyalty. Yet businesses struggle to connect key business metrics to their customer experiences, leaving them unaware of the true drivers behind their revenue and growth.

The impact of CXI:

Understanding the drivers behind key metrics such as NPS and CSAT
Uncovering factors and early signs of churn
Pinpointing reasons for cancellations, refunds, or product returns
Identifying opportunities to enhance LTV
Improved customer satisfaction, loyalty, and retention

Become experience-led

To become an experience-led company, businesses must leverage their unique customer experiences as a key competitive advantage. This involves actively investing in and intentionally crafting a distinctive customer experience throughout the entire customer journey. Yet, without the appropriate tools to effectively identify and prioritize customer needs at scale, becoming experience-led is out of reach.

The impact of CXI:

Offering actionable intelligence for both tactical and strategic decision-making
Answering business questions across all teams and use cases
Delivering insights that enhance conversions, enhance retention, and reduce operational costs
Demonstrating that CX is a key driver of revenue for the business

Why is now the right time to invest in CXI?

You might be thinking, "Why is it necessary to invest in a CXI solution like this right now? Our current approach has been working just fine."

Although your team may be managing with existing manual processes, making strategic decisions without accurate and granular customer data puts businesses at significant risk. Companies risk allocating budget, time, and resources to the wrong investments while their competitors might celebrate another record-breaking year.

Truth is, in the era of economic turbulence, businesses can't afford to make poor investment decisions. To attract investors and stay afloat, they need to show solid unit economics. The best way to do this is by investing in a unique customer experience that drives higher customer lifetime value, ensuring the business thrives in the long run.

Chapter 2: Creating a strong business case for CX Intelligence investment

Building a business case: step by step

Now that you’ve identified the need for a solution, it’s time to navigate the buying process. In this section, we’ll help you define the business outcomes that matter most, so you can clearly communicate the value to stakeholders.

Defining the business outcomes you’re looking to achieve is key. The clearer you are on what success looks like, the easier it is to assess which solution delivers the greatest impact for your organization.

Step 1: Identify key business outcomes

Start by defining which outcomes matter most to your business. Are there specific metrics your team is aiming to improve? Is there a company-wide initiative already in progress? What KPIs are you responsible for?

This step is important because while most companies recognize that customer experience impacts revenue, they often struggle to clearly link customer insights to measurable business results.

Here are the most common business outcomes companies aim to achieve by analyzing customer feedback:

Improve VoC metrics, such as NPS and CSAT

Investing in customer experience directly impacts your Voice of the Customer metrics - whether it’s NPS, CSAT, or CHI. With the right CXI platform in place, teams can understand what’s influencing these scores, spot areas for improvement, and take meaningful action.

The outcome: higher NPS and CSAT scores, lower churn, and increased revenue.

Retain your existing users, lower churn

Unclear why customers are leaving? Analyzing feedback helps you uncover what drives loyalty - and what pushes customers away. By segmenting responses, you can compare different cohorts and pinpoint what keeps them coming back.

The result: stronger retention, lower churn, and more loyal, satisfied customers.

Reduce the volume and costs of support contacts

High support volumes can overwhelm your resources. By analyzing the most common reasons customers reach out, you can identify key issues and optimize your processes. Automating the analysis of support emails, chats, and calls enables your team to address queries more efficiently.

The result: fewer support contacts and reduced operational costs.

Reduce product returns

Understanding the root causes of product returns - whether due to defects, unclear descriptions, or fit issues - helps you tackle problems early. CXI platforms give your team the insights needed to reduce return rates and resolve pain points effectively.

The result: fewer returns, happier customers, improved loyalty that drives sustained business success.

Increase LTV and the number of transactions per customer

Do your teams lack clarity on what motivates your most loyal, high-spend customers? Analyzing customer feedback reveals what keeps them coming back - and how to attract more like them. With these insights, you can double down on what works.

The result: higher retention, increased customer lifetime value, and more transactions per customer.

Boost conversion rates on your website or app

Use CXI to identify where users struggle across your website and apps to improve conversion rates. By analyzing user experience, user experience and customer contacts, you can pinpoint friction points that hinder sales and satisfaction.

The result: smoother user experiences, improved conversion and increased sales.

Step 2: Identify the pain

Once you've identified 2–3 key business outcomes to focus on, the next step is to define the specific challenges behind each one. Ask yourself: What pain points are teams facing today? Can you pinpoint a concrete problem you'd like to solve?

For instance, if you're working at a retail fashion brand and product returns have increased over the past year, start by quantifying the issue.

How many orders were placed last year?
What percentage were returned?
What’s the cost per return?

The more specific you are, with real figures where possible, the easier it will be to assess impact and prioritize solutions.

Step 3: Quantify the business impact of that challenge

Once you've outlined your key challenges and defined your target outcomes, the next step is to turn the pain into measurable financial impact. Start with your baseline, then model the value of improvement.

Take the example of a retail fashion brand struggling with high return volumes. By collecting data like total order volume, return rate, and average cost per return, you can estimate the annual cost of returns. This gives you a concrete way to highlight the scale of the problem - and a compelling case to share with leadership.

Step 4: Quantify the ROI & payback

Once you know the potential impact, connect it to investment costs to show ROI.

Example metrics to calculate:

Gross Savings = Baseline cost − Cost after improvements
Net Savings = Gross Savings − Investment
ROI % = Net Savings ÷ Investment
Payback (months) = Investment ÷ (Gross Savings ÷ 12)
$ Saved per $ Spent = Gross Savings ÷ Investment

Step 5: Document assumptions

A business case is only as strong as its assumptions - the foundation your calculations depend on, like "returns cost $10 each." If any assumption is off, your ROI changes. By listing them clearly, you help leadership understand which numbers are solid versus which could shift, so they can make informed decisions.

Example assumptions to list:

Baseline window: e.g. “We analyzed 12 months of returns from Jan-Dec 2024.”
Data coverage: e.g. “We tracked ≥ 90-95% of all product returns.”
Model accuracy: e.g. "Our system correctly identifies return reasons at least 90% of the time."
Policy stability: "No changes to return policy, pricing, or shipping speeds during the test period."
Attribution rules: e.g. "Savings begin counting after a 30-day delay to account for the return cycle."

Chapter 3: The CX Intelligence category and market

As the AI landscape continues to evolve, so do the ways businesses can turn customer feedback into actionable insights. To close the data gaps in customer feedback analysis, vendors have taken a variety of approaches - each with its own strengths, limitations, and ideal use cases.

Experience Management Platforms

Example solutions: Medallia, Qualtrics, InMoment

Best suited for: Large enterprises looking for an all-in-one platform that combines survey collection, analytics, and the ability to scale.

Customer Feedback Analytics Tools

Example solutions: Thematic, Enterpret, UnWrap

Best suited for: Mid-market companies seeking a point solution, designed to solve one specific problem or use case.

Customer Experience Intelligence Platforms

Example solutions: Chattermill

Best suited for: Enterprise companies that see CX as a key growth driver - and need actionable and reliable insights that connect CX performance to their key business results.

Generative AI Solutions

Example solutions: ChatGPT, Gemini, Claude, Microsoft Copilot

Best suited for: Companies with small datasets, single data sources and single use cases, looking for fast, flexible ways to generate insights.