Customers Experience the Operating Model First
DCX Links May 31, 2026
Welcome to the DCX weekly roundup of customer experience insights!
The policy choice. The handoff. The judgment call. That’s usually where customers decide what your experience is actually worth.
These stories cover different ground, but they all hit the same sore spot.
Customers don’t run into your CX strategy first. They run into the operating choices underneath it.
Sometimes it shows up in a visible tradeoff a company is willing to stand behind. Sometimes it shows up when AI handles the easy stuff, then freezes the minute something gets sensitive. And sometimes it shows up when feedback actually changes a decision instead of getting buried in a listening program.
That’s why this week’s mix is worth your time. It’s less about positioning and more about where trust holds up or falls apart. The handoff. The policy choice. The data problem. The judgment call. The stuff customers actually run into.
Let’s dig in.
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This Week’s Must-Read Links
Costco is showing that employee experience can be part of the member promise
Costco is making the kind of tradeoff most brands would rather not name. It’s accepting some short-term customer inconvenience in order to protect the employee experience behind the member promise. That matters because CX leaders are constantly told to remove friction without always being allowed to ask which tradeoffs actually build trust over time.
What’s happening: Costco’s store-closure decision is a reminder that not every convenience cut is a CX failure. Sometimes a company is protecting the workforce conditions that make the rest of the experience possible.
Why it matters: Customers don’t judge convenience in isolation. They judge whether the brand makes sense. If the operating model supports service, trust, and consistency, some tradeoffs can strengthen the value proposition instead of weakening it.
Reality check: This is where a lot of CX conversations get mushy. Experience isn’t just about adding access, speed, or options. It’s also about being clear on which tradeoffs you’re willing to let customers see.
Worth asking this week: Where are we protecting convenience at the expense of the employee conditions that actually support the experience?
The real work in agentic commerce is still operational
Forrester is making a point that gets lost in most agentic-commerce talk: the hard part isn’t the interface. It’s the operating system underneath it. If your product data is messy, inventory visibility is weak, and coordination across teams is slow, smarter agents will just expose those problems faster.
State of play: The market is still treating agentic commerce like a front-end story. Forrester is pushing it back where it belongs: data quality, fulfillment accuracy, content structure, and operational readiness.
Why it matters: This gives CX and digital leaders a better frame for the meeting that usually goes sideways. The question isn’t whether to chase the demo. It’s whether your stack can support trustworthy automation without making the experience murkier.
The bottom line: The strongest brands here are unlikely to be the ones with the loudest AI story. They’ll be the ones that make product, inventory, and delivery information reliable enough that customers and machines are working from the same set of facts.
Worth asking this week: Which part of our AI story breaks first if our product, inventory, or fulfillment data is wrong?
Sam’s Club is showing what a stronger customer voice loop can look like
Sam’s Club is doing something more useful than another “we listen to customers” message. It’s building a member community that looks less like a research panel and more like a working input into product and experience decisions. That shift is more important than it sounds.
What’s happening: The Member’s Mark community has grown to more than 150,000 participants, roughly triple its size a year ago. The interesting part isn’t the audience number by itself. It’s the chance to move customer input closer to the people making product and experience calls.
Between the lines: A lot of customer listening still dies in dashboards, summary decks, and tidy closed-loop rituals that never shape a real decision. This points to a tighter model where customer voice gets closer to merchandising, product choices, and experience changes.
Why it matters: CX teams say they want a seat earlier in the decision flow. This is what that looks like when it’s real: customer input treated less like commentary and more like something the business can actually use.
Worth asking this week: Where does customer feedback still stop at reporting instead of changing a real decision?
AI helps with routine service until trust enters the moment
JD Power’s latest banking-app research draws a line that a lot of service teams still blur. Customers are fine with AI when the job is simple. They’re far less comfortable when the issue involves fraud, disputes, or anything that feels risky.
What’s happening: Virtual assistants are helping with routine tasks, but they are still weak in the moments where customers need judgment, reassurance, and a clean handoff to a human.
Why it matters: This isn’t just an AI story. It’s a service-design story. A lot of customer frustration starts when companies automate the front of the interaction without fixing escalation, ownership, and issue resolution underneath it.
The CX To-Do: Audit your highest-stakes service journeys. Then ask a hard question: where is the assistant actually helping, and where is it just delaying a real answer?
Worth asking this week: Which high-stakes journeys still hide a bad escalation design behind a decent self-service front end?
DCX Stat of the Week
Loyalty is starting to carry more of the growth burden than acquisition
Brands with mature loyalty programs now generate 71% of repeat revenue from program members, up from 54% in 2022, while customer acquisition cost across the same categories has risen 67% over the same period.
Takeaway: This is the kind of number that can change a budget conversation. If repeat revenue is concentrating inside loyalty while acquisition keeps getting pricier, CX starts looking a lot more like margin defense and growth leverage.
Use this in a meeting: If loyalty is carrying more of the revenue load while acquisition gets more expensive, CX shouldn’t be treated as a support function. It belongs in the growth conversation.
Source: The Loyalty Premium. A 2026 State of Consumer Loyalty Study
DCX Case Study of the Week
Royal Caribbean’s Digital Insights Team Drove Better App Performance
CX Challenge: Royal Caribbean needed faster, more scalable customer insight to improve its mobile experience and make better digital product decisions.
Action Taken: The company built a new Digital Insights team and expanded research usage through UserTesting so customer feedback could flow more directly into app and experience decisions.
Result: Research usage scaled 10x in one year. App NPS rose 15 points, engagement increased 26%, and conversion improved by nearly a full percentage point.
Lesson for CX Pros: Customer insight works best when it acts like operating infrastructure, not an occasional research step. Faster evidence loops can improve experience quality and commercial performance at the same time.
Use this in a meeting: If customer insight is improving NPS, engagement, and conversion, it should be funded more like product infrastructure and less like occasional research support.
Further Reading: User Testing Illumi Award Winners
Have a case study to share? Reply and let me know!
One Last Thing
The next CX edge probably doesn’t come from another message refresh or another automation rollout.
It comes from tighter operating choices.
Cleaner handoffs help. Better judgment in risky moments helps. So do stronger links between customer input and real decisions. The bigger point is simpler: get clearer on which tradeoffs actually make the experience stronger instead of just making it look busier.
Have a great week ahead!
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