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Customer ServiceInterviews
Justin Robbins
Founder & Principal Analyst
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The Dangerous Obsession With Speed in Customer Experience

A customer calls with a problem that matters. The agent knows it will take time to solve it properly. The system tells them to move faster.

That tension plays out thousands of times a day inside your operation. It shapes decisions, behaviors, and outcomes in ways most dashboards never capture.

Customer experience leaders say they want loyalty, trust, and long-term value. The operating model still rewards speed, containment, and throughput. That gap defines the ceiling of your performance.

When I spend time with frontline teams, the pattern is consistent. People show up to do meaningful work. The environment constrains their ability to deliver it. Systems fragment context. Policies limit judgment. Metrics push pace over resolution.

The system breaks the experience.

You are running a system designed for a world that no longer exists

Most customer experience operations run on a design that made sense twenty years ago.

Work arrived in high volumes and low complexity. Channels were limited. Interactions were short and repeatable. The goal was clear: move work through the system as efficiently as possible. Organizations standardized workflows, segmented roles, and optimized for speed at every step.

That design shaped everything that followed. Metrics rewarded pace. Technology prioritized routing and containment. Management systems focused on utilization. Training prepared people for the average case.

That world no longer reflects current conditions.

Today’s interactions carry more context, more emotion, and more consequence. Customers move across channels and expect continuity. Issues stretch across time and require judgment. Organizations layered new tools onto an old foundation without changing the underlying design.

We are asking a system built for repetition to handle variability.

As Matt McGinnis, Vice President of Product, Industry, and Solution Marketing at Five9, told me, “We’re kind of shifting from metrics and efficiency and optimization to a world of empathy and satisfaction and happiness.” The operating model still reflects the earlier era.

AI just raised the cost of getting this wrong

AI now sits at the center of most CX strategies. Many organizations use it to accelerate existing workflows. They automate summaries, reduce after-call work, and deflect volume.

Those gains are real. They operate inside the same system.

The more important shift comes from how work changes. “The repetitive and mundane really get handled well,” Matt said. “A human agent is able to deal with tougher challenges or address the more human elements.”

The remaining human work carries more complexity and more consequence. It requires synthesis, judgment, and emotional intelligence. Each interaction holds greater weight for the customer and the business.

A system designed for speed struggles to support that kind of work.

Your operating model shows up in Monday morning meetings

Look at what actually happens inside your leadership cadence.

A weekly operations review pulls up a dashboard. Service level is down. Handle time is creeping up. The conversation turns immediately to staffing, adherence, and queue management.

Someone asks why calls are running long. The answer centers on coaching opportunities and call control. The next action is to reinforce scripts, tighten call flows, and remind agents to guide the customer to resolution faster.

Quality reviews focus on whether the agent followed the prescribed steps. Scorecards reward containment and speed. Exceptions require escalation or approval, which slows resolution and trains agents to avoid judgment calls.

None of these decisions are irrational. They are consistent with the system you built.

They also train your team to optimize for the metric, not the outcome.

The next advantage sits inside how work gets designed

If the current model cannot support the work, then the work must be redesigned.

Work design defines how value gets created. It determines what work exists, who does it, and what conditions support good decisions. Most organizations have treated this as fixed. It is not.

AI accelerates the need to rethink these choices. It removes low-value tasks and concentrates value in fewer, more complex interactions.

That shift demands clarity:

  • What work should remain with humans
  • What level of judgment each interaction requires
  • What information and authority agents need in the moment
  • How work flows across teams, channels, and time

Matt made the implication clear: “As their skill sets get sharper, they’re worth more to the organization, which also drives compensation for agents.”

Higher-value work requires a different role.

You cannot get better outcomes from the same workforce model

A redesigned system produces fewer routine interactions and more meaningful ones. Each human interaction carries greater impact. Each agent contributes more value.

This changes how you staff and pay the function.

You need fewer agents handling repetitive work. You need stronger agents handling complex work. Compensation, expectations, and support must reflect that shift.

Organizations moving in this direction are seeing the impact. Attrition declines because the job becomes sustainable. Employee satisfaction rises because the work feels meaningful. Capability compounds because experienced agents stay and improve.

This is an operating model decision.

Your metrics are shaping behavior whether you like it or not

Metrics do not just measure performance. They direct it.

Average handle time pressures agents to close before they fully understand the issue. Transfer rates increase when ownership feels risky. After-call work gets rushed or skipped because it is invisible to the scoreboard.

Matt raised the right question: “Is average handle time longer a bad thing or a good thing?” The answer depends on whether the customer’s problem is actually resolved.

Leaders need measures that reflect how work creates value:

  • Resolution quality across complex interactions
  • Customer effort across the full journey
  • Decision effectiveness in the moment
  • Retention of customers and employees
  • Contribution to revenue and risk reduction

“We create oceans of data in a contact center,” Matt said. The opportunity sits in translating that data into decisions your managers can act on during the week, not after the fact.

Redesign starts with decisions you can make this quarter

This shift does not start with a three-year transformation plan. It starts with a few decisions that change how work happens next week.

Pick one high-friction contact type and redesign it end to end. Remove unnecessary steps. Give agents full context upfront. Allow them to resolve without escalation. Measure what happens to repeat contacts and customer effort.

Change one metric in your operating review. Take handle time off the primary dashboard for that interaction type. Replace it with a measure of resolution quality. Watch how the conversation changes.

Select a small group of experienced agents and expand their authority. Let them handle more complex cases without approval layers. Study how they make decisions and where the system still slows them down.

Automate one piece of administrative work that agents complain about every day. Post-call summarization is an obvious place to start. Give that time back and observe how it affects consistency and energy across the day.

These are contained moves. They force the system to behave differently. They give you evidence to scale.

This is the moment to decide what CX actually is

Customer experience now shapes revenue, retention, and risk across the business. It requires coordination across functions that influence the journey long before a customer reaches service.

The contact center sits at the center of that reality.

You can continue to optimize a system built for a different era and accept its limits.

Or you can redesign how work happens and align your model with the demands in front of you.

That decision will define the role CX plays in your business over the next decade.

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Justin Robbins
Founder & Principal Analyst
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Payton Whitley
Executive Administrator

Payton Whitley blends creativity, organization, and a customer-first mindset to keep teams focused and moving forward.

Her first passion was design, where she nurtured her eye for detail and love of creating. That same drive for excellence now fuels her work in executive support, where she thrives on building structure, simplifying complexity, and making it easier for leaders to succeed.

A natural problem-solver and community builder, Payton brings energy and focus to everything she takes on. She’s committed to growth, always finding new ways to sharpen her skills and deliver meaningful impact.

She lives in Wilmington, NC with her pup Oaklee. Outside of work, you’ll find her by the water, running her permanent jewelry business, or chasing the sunshine with friends and family.

Kalley Niebuhr
Head of Brand & Content Strategy

Kalley Niebuhr blends storytelling, social strategy, and creative leadership to help brands show up with clarity, purpose, and authenticity.

With a background in television writing, brand development, and digital content creation, Kalley has shaped impactful messaging and community-first strategies for entrepreneurs, small businesses, and educational brands.

A lifelong creative and community builder, Kalley thrives at the intersection of analytics and emotion—crafting content that connects while delivering results.

She lives in Wilmington, NC with her husband, young daughter, and two dogs. When she’s not creating, you’ll find her in the surf, running community art socials, or researching her next script.

Nate Brown
Head of Education & Enablement

Nate Brown offers a dynamic mix of customer experience expertise and community leadership to Metric Sherpa.

As co-founder of CX Accelerator, a thriving community of over 4,000 CX leaders, Nate has been instrumental in fostering a space where professionals collaborate, grow, and achieve remarkable things in service to others. With a career spanning industries such as gaming, SaaS, retail, healthcare, and technology, Nate has built contact centers from the ground up, anchored complex CX functions, and cultivated exceptional employee-customer connections for brands like WB Games, CHEP, UL, and Bosch.

Recognized globally for his thought leadership, Nate was named “CX Influencer of the Year” by CloudCherry and “Most Impactful Influencer in CX” by Kustomer in 2023. His ability to bring energy and excitement to CX initiatives has earned him recognition across the industry.

When he’s not shaping the future of customer experience, Nate can be found in Nashville, TN on the disc golf course, coaching pickleball, or spending time with his wife and two daughters.

Justin Robbins
Founder & Principal Analyst

With more than 20 years of experience, Justin Robbins has helped organizations worldwide strengthen their customer experience strategies, optimize operations, and achieve measurable results.

His expertise spans contact center operations, in-person service delivery, multimodal interaction design, quality assurance, workforce training, and global CX certification standards. Beyond operations, Justin has advised SaaS companies on content strategy, community engagement, customer marketing, and corporate communications.

As Founder and Principal Analyst at Metric Sherpa, Justin focuses on the intersection of human connection and technology in customer interactions. He is a trusted industry voice, frequently cited by the media, the author of numerous research studies, and recognized for his ability to make complex topics clear, actionable, and relevant.

When he’s not working, Justin is based in Wilmington, NC, where you’ll often find him cooking BBQ, out on the water, cheering at a game, or on adventures with his wife and four kids.

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