XM (Experience Management)
Experience management (XM) is the discipline of measuring and improving how customers and employees experience a business, and acting on what you learn.
| XM (Experience Management) at a glance | |
|---|---|
| Abbreviation | XM |
| Also called | Experience management program, CXM (customer experience management) |
| What it is | A discipline that measures, analyzes and improves customer, employee, product and brand experiences |
| Popularized by | Qualtrics, which launched its XM Platform in March 2017 |
| Four experiences | Customer, employee, product and brand, in Qualtrics's framework |
| Core data | Experience data (X-data) such as feedback and scores, combined with operational data (O-data) such as sales and ticket times |
| Program cycle | Listen, analyze, act, and measure the result |
| Common metrics | NPS, CSAT, CES, eNPS, star ratings, review themes, repeat visits |
| Related ideas | Service-profit chain (Harvard Business Review, 1994); customer experience management (Bernd Schmitt, 2003) |
Key takeaways
- Experience management is the discipline of measuring how guests and employees experience your brand and turning those signals into changes that improve it.
- XM covers four experiences, customer, employee, product and brand, so a restaurant group's program reaches beyond guest surveys to team engagement, the menu and brand perception.
- The core of XM is combining what people tell you, such as scores and comments, with what your systems record, such as sales, ticket times and repeat visits.
- A working XM program follows a simple cycle of listening, analyzing and acting, with named owners for each theme and a regular review of results.
- XM pays off when feedback leads to decisions at every level, from a manager calling back a guest to a leadership team changing a policy.
What is XM (Experience Management)?
Experience management (XM) is the discipline of measuring and improving how people experience your business. It brings together what guests and employees tell you, through surveys, reviews and conversations, with what your systems record, and turns that combined picture into decisions.
For a restaurant group, XM answers practical questions. Why did satisfaction drop at three locations last quarter? Which parts of the delivery experience drive one-star ratings? Do locations with more engaged teams also earn better reviews? An XM program gives each of those questions an owner and a routine.
The term overlaps with guest experience, which is the experience itself, and with voice of the customer, which focuses on listening to guests. Experience management is the wider discipline that includes both, along with the employee, product and brand experiences that shape them.
How experience management works
Experience management runs as a continuous cycle. Each stage feeds the next, and the cycle repeats at every level of the organization, from a single location to the leadership team.
- Listen. Collect feedback from guests and employees across every channel and location, and connect it to operational data.
- Analyze. Find the themes, trends and drivers that explain changes in scores and behavior.
- Act. Follow up with individual guests, give teams what they need, and fix the causes of recurring problems.
- Measure. Check whether the actions changed the experience, then repeat the cycle.
X-data and O-data in experience management
Qualtrics framed XM around two kinds of data. Experience data, or X-data, describes how people feel, such as a satisfaction score or a review comment. Operational data, or O-data, describes what happened, such as sales, ticket times, staffing and order accuracy.
Neither tells the full story alone. A drop in sales (O-data) at one location could have many causes, while a rise in comments about long waits (X-data) at the same location, alongside longer ticket times, points directly to the cause.
An experience management example
Consider a hypothetical 25-location casual dining group. Its XM lead notices that NPS at six locations fell over two months, and the comments mention slow service at dinner.
Operational data shows that the same six locations lost several experienced servers during that period, and the group's quarterly employee survey shows lower engagement there. The XM council treats it as one problem with an employee cause, and operations adjusts scheduling and training at those six locations.
The next quarter's review tracks NPS, slow-service mentions and server turnover at the six locations against the other 19. That comparison tells the group whether the change worked, which is the point of the measure stage.
The four experiences in experience management
Qualtrics introduced XM with four core experiences: customer, employee, product and brand. The framework is useful for restaurant groups because each experience has a clear owner and its own signals.
| Experience | What it covers in a restaurant group | Typical signals |
|---|---|---|
| Customer | Every guest interaction, in the dining room, at the drive-thru, online and through delivery | Surveys, reviews, complaints, repeat visits |
| Employee | How team members experience hiring, training, scheduling, managers and their work | Engagement surveys, eNPS, turnover, exit interviews |
| Product | The menu, recipes, packaging and ordering channels such as apps and kiosks | Item-level feedback, refunds, app ratings, sales mix |
| Brand | How people perceive and talk about your brand, including people who aren't guests yet | Brand tracking, social listening, share of voice |
Customer experience management
Customer experience is the part most restaurant groups start with. It covers the full guest journey, from discovering a location to eating and receiving a follow-up, and draws on voice of the customer programs that collect and organize what guests say.
Employee experience management
Employee experience covers how your team feels about working for you. Restaurant groups usually measure it with short engagement surveys and employee NPS, alongside turnover and absence data by location.
The link between employees and guests is well established in service research. In "Putting the Service-Profit Chain to Work" (Harvard Business Review, 1994), James Heskett and colleagues argued that employee satisfaction drives service quality, which in turn drives customer loyalty and profit.
Product experience management
Product experience covers what guests buy and how they buy it. For a restaurant, that includes menu items, recipes, portion sizes, packaging for off-premise orders and digital channels such as your app, website and kiosks.
Brand experience management
Brand experience covers how people perceive you, including people who haven't visited yet. It draws on brand tracking surveys, social listening and brand health measures, and it connects marketing promises to what guests actually find at your locations.
Experience management vs. CX vs. CRM
These terms are often used interchangeably, and each describes a different part of the picture. Knowing where they overlap helps you decide which teams and systems belong in your program.
| Term | What it describes | Main question it answers | Typical owner |
|---|---|---|---|
| Experience management (XM) | The discipline of measuring and improving customer, employee, product and brand experiences | How do people experience us, and what should we change? | Experience or insights lead, with a cross-functional council |
| Customer experience (CX) | The experience customers have across every interaction | What is it like to be our guest? | Operations and guest experience teams |
| Customer experience management (CXM) | Managing the customer experience specifically | How do we improve the guest experience? | Guest experience team |
| Customer relationship management (CRM) | Records and systems for customer data, contact history and marketing | Who are our guests and what have they done? | Marketing and loyalty teams |
| Voice of the customer (VoC) | The program for capturing and acting on what customers say | What are guests telling us? | Guest experience or insights team |
CRM and XM are most powerful together. A unified guest profile that links a guest's visits and orders to their feedback lets you see, for example, whether guests who complained about delivery later stopped ordering.
Experience management metrics
An XM program uses a small set of core metrics, read alongside comment themes and operational data. Choosing one primary metric per experience keeps reporting simple and comparable across locations.
| Experience | Metric | What it measures |
|---|---|---|
| Customer | Net Promoter Score (NPS) | Likelihood to recommend, on a 0–10 scale |
| Customer | Customer satisfaction score (CSAT) | Satisfaction with a specific visit or order |
| Customer | Customer effort score (CES) | How easy an interaction was |
| Customer | Star ratings and review themes | Public perception by location and platform |
| Employee | Employee NPS (eNPS) | Likelihood to recommend you as an employer |
| Employee | Turnover and tenure | Retention by location and role |
| Product | Item-level ratings and refunds | Satisfaction and problems with specific menu items |
| Brand | Brand awareness and consideration | How many people know and would consider your brand |
Scores are most useful when they explain behavior. Tracking whether guests with low scores return less often, or whether locations with high eNPS earn better reviews, shows which metrics actually predict results for your brand.
How to run an experience management program
A restaurant group's XM program needs structure more than software. The steps below follow the order most multi-location groups use when they formalize their program.
- Define the goal. Agree on what the program should improve, such as repeat visits, ratings or team retention, and which experiences it covers first.
- Choose core metrics. Pick one primary metric for each experience in scope, and keep the scale and timing consistent across locations.
- Connect the listening posts. Bring surveys, reviews, delivery ratings, messages and employee surveys into one place, tagged by location and channel.
- Build a shared taxonomy. Tag every comment by topic, such as food quality, speed, accuracy, staff and cleanliness, so themes compare across locations.
- Close the loop. Give location managers a fast way to follow up with guests, and route recurring themes to owners through closed-loop feedback.
- Review and act on a cadence. A monthly XM council reviews themes, assigns owners and checks whether last month's actions worked.
- Share results widely. Location-level reports and recognition for improving teams keep frontline staff engaged in the program.
Who owns experience management in a restaurant group
Ownership usually sits with a guest experience, insights or operations excellence lead. Because XM spans guests, employees, the menu and the brand, a cross-functional council with operations, people, culinary, marketing and technology leaders decides what to act on.
Limitations of experience management
- Survey fatigue. Guests and employees who are asked too often respond less, and the remaining answers become less representative.
- Scores without context. A single score tells you something changed, while the comments and operational data explain why.
- Measurement without action. Programs that report scores but never assign owners lose credibility with teams quickly.
- Vendor framing. XM was popularized by a software company, so some definitions emphasize what a platform can measure over what teams can change.
- Hard-to-prove impact. Linking experience improvements to revenue requires careful comparison over time, since many factors move sales at once.
How to improve experience management
The most effective improvements make feedback faster to act on. Routing low scores to the location manager within hours, and giving them authority to resolve the issue, often does more for guests than any new metric.
Connecting experiences multiplies the value of each. When employee survey results sit alongside guest feedback and operational data, you can see whether a staffing or training issue explains a drop in guest scores, as in the example above.
AI can take on much of the routine work. AI agents can tag comments, summarize themes by location and draft replies, which gives your XM team more time for analysis and decisions.
Mapping where each signal comes from also helps. A guest journey map shows which stages of the experience have feedback coverage and which are blind spots, such as the pickup shelf or the delivery handoff.
Best experience management tools for restaurants
Choosing an XM tool depends on how many experiences you plan to cover and how your teams work. Restaurant groups usually look for coverage of surveys, reviews and delivery ratings, location-level reporting, comment tagging by topic, and a fast route from a low score to the manager who can act.
| Tool | Best known for |
|---|---|
| Guest AI for multi-location restaurants. Surveys, reviews from Google, reservation and delivery platforms, website inquiries and direct messages arrive in one Unified Inbox, with AI categorization by topic and sentiment, recovery offers for unhappy guests and reporting across every location. | |
| Enterprise survey and experience management platform with advanced analytics | |
| Enterprise experience management across survey, digital and contact center feedback | |
| Guest experience measurement and benchmarking for multi-unit restaurant and retail brands | |
| Post-visit guest surveys for restaurants, with SMS follow-up to resolve issues privately | |
| Self-serve online surveys for teams of any size |
Enterprise XM platforms tend to cover employee and brand research in depth, while restaurant-focused tools concentrate on guest feedback and follow-up at each location. Comparing them against your own channels and locations, and reading Momos's comparison of Momos and Qualtrics, will help you choose.
Common experience management mistakes
- Measuring everything at once. Launching surveys for every experience on day one creates more data than teams can act on.
- Leaving employees out. Guest scores often fall for reasons that start with staffing, training or morale, which employee feedback reveals.
- Treating the score as the goal. Teams that chase a number may pressure guests for high ratings, which distorts the data the program depends on.
- Keeping insights at head office. Location managers need their own feedback, in a format they can use during the week.
- Ignoring operational data. Feedback without ticket times, staffing and order data makes root causes much harder to find.
- Skipping the follow-through. A council that assigns owners but never checks results turns the program into a reporting exercise.
History of experience management
The ideas behind experience management are decades old. In 1994, James Heskett, W. Earl Sasser Jr., Leonard Schlesinger and colleagues described the service-profit chain in Harvard Business Review, linking employee satisfaction to customer loyalty and profit.
In 1998, B. Joseph Pine II and James H. Gilmore's Harvard Business Review article "Welcome to the Experience Economy" argued that experiences are a distinct economic offering. In 2003, Columbia Business School professor Bernd Schmitt published Customer Experience Management, which set out a five-step process for managing the customer experience.
The same year, Fred Reichheld introduced the Net Promoter Score in Harvard Business Review's "The One Number You Need to Grow". Through the 2000s, enterprise feedback software spread, and "customer experience management" came into common use as a name for the practice.
The term "experience management" and the abbreviation XM were popularized by Qualtrics. In March 2017, the company launched its XM Platform, presented it as the first platform for a new experience management category, and organized it around four core experiences: customer, employee, product and brand.
In November 2018, SAP announced it would acquire Qualtrics for $8 billion, with SAP describing the deal as combining Qualtrics's experience data with its own operational data. The acquisition brought the XM label into wide use, and other feedback vendors, including Medallia, adopted it to describe their platforms.
In 2020, Qualtrics launched the XM Institute, led by former Forrester analyst Bruce Temkin, as a resource for experience management professionals. Today the term describes the broader discipline as well as the software that supports it.
Frequently asked questions
What is experience management?
Experience management (XM) is the discipline of measuring and improving how people experience a business. It combines feedback such as surveys and reviews with operational data, analyzes both to find what drives good and bad experiences, and turns the findings into actions for frontline teams and leadership.
Who coined the term experience management?
The phrase existed earlier, but the software company Qualtrics popularized "experience management" and the abbreviation XM when it launched its XM Platform in March 2017 and described it as a new category. SAP's agreement to acquire Qualtrics for $8 billion, announced in November 2018, brought the term into wider business use.
What are the four experiences in XM?
In the framework Qualtrics introduced, the four core experiences are customer, employee, product and brand. For a restaurant group, these map to guest experience, team experience, the menu and ordering channels, and how people perceive your brand.
What is the difference between XM and CX?
Customer experience (CX) is the experience itself, everything a customer encounters with your brand. Experience management is the discipline of measuring and improving experiences, and it usually covers employees, product and brand as well as customers.
What is the difference between XM and CRM?
Customer relationship management (CRM) records who your customers are and what they have done, such as visits, orders and contact history. Experience management captures how they felt about those interactions and why, so the two work best when they are connected.
What is X-data and O-data?
X-data, or experience data, describes how people feel, such as survey scores, review comments and sentiment. O-data, or operational data, describes what happened, such as sales, ticket times, order accuracy and staff turnover. XM programs connect the two to explain why results change.
How does a restaurant group start an experience management program?
Most groups start by choosing one or two core metrics, gathering surveys and reviews from every location in one place, tagging comments by topic, and agreeing who owns each theme. A monthly review of themes, actions and results keeps the program moving.

