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Editorial

The Best CX Leaders Design Backward From What Customers Feel

10 MINUTE READ|Customer ExperienceCustomer Experience|Jul 28, 2026
Joseph G. DeRosa avatar
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Confidence, relief, trust — that's where CX strategy should start. Not the CRM, not the copilot, not the workflow.

The Gist

  • Why won't AI fix a broken customer experience? AI amplifies whatever organizational alignment already exists — it scales dysfunction just as efficiently as it scales good outcomes.
  • What should CX strategy start with instead of technology? Define the emotion you want customers to feel first, then work backward through every interaction required to deliver it.
  • What's the real fix for customer attrition? Align incentives, escalation thresholds and executive attention around customer health — not just pipeline and new revenue.

The next company that tells me AI is going to transform its customer experience will probably convince me of the exact opposite.

Not because AI lacks promise, but because AI has become the latest corporate distraction.

Organizations are spending millions on copilots, chatbots, intelligent automation and predictive analytics while avoiding a far more fundamental question:

What experience are we actually trying to create for our customers?

If you can't answer that question, AI won't save you. Neither will your CRM or ERP. Technology will never replace leadership when it comes to producing alignment.

I've spent more than three decades building and scaling revenue organizations across banking, fintech, SaaS, insurance and technology-enabled business services. During that time, I've watched companies invest millions implementing new systems while customers continued leaving for exactly the same reasons they left before.

Why?

Because the organization never aligned around the customer. It organized around itself: Its functional areas, organizational charts and people.

For years businesses have tried to create a customer experience from the inside out versus starting with the customer and working backward, or outside in.

Technology is easy to buy. It gives the appearance of action being taken. It’s tangible, versus empathy which is much harder to operationalize. And that's the dirty work leaders too often avoid.

How AI Amplifies Organizational Alignment — Not Customer Experience Itself

AI doesn't create great customer experiences. Instead, it amplifies the organization that already exists. That means it amplifies the good and the bad.

If your teams communicate well, AI helps them move faster. If your departments are aligned around customer outcomes, AI accelerates consistency. But if Sales, Marketing, Product, Operations and Customer Success all define success differently, AI simply helps you disappoint customers more efficiently. Fantastic, right? No, wrong.

Technology scales whatever leadership builds. If leadership builds confusion, AI delivers confusion faster. What’s important to get under are the companies that are winning with AI and why. My belief is that they aren't winning because they bought better AI. They're winning because they built organizations aligned around delivering exceptional customer outcomes long before AI arrived.

What Matters Here: Does AI Amplify Organizational Alignment or Dysfunction?

AI doesn't create customer experience outcomes on its own — it scales whatever alignment (or misalignment) already exists across Sales, Marketing, Product, Operations and Customer Success. Organizations that haven't aligned on customer outcomes will simply disappoint customers faster once AI is layered on.

Why Outside-In Design Beats Technology-First CX Strategy

One of the biggest mistakes organizations make is starting with technology rather than the desired outcome. Ask one simple question: What do we want our customers to experience?

Not what should they click. Not which workflow should they follow. What should they actually feel if we deliver a successful experience?

Confidence? Relief? Trust? Momentum?

Dare I say delight, or even love as Fred Reichheld, the father of Net Promoter Score stresses in his book “Winning on Purpose?” Only after defining the desired customer outcome should you work backward through every interaction required to deliver it. Everything changes when you start there.

Instead of implementing software, you're designing experiences. Instead of documenting processes, you're eliminating friction.

When done properly your priorities become remarkably clear:

  • Outcome over technology.
  • Progress over process.
  • Leadership over metrics.
  • Alignment over software.

What Matters Here: Why Should CX Strategy Start With the Customer's Desired Emotion, Not Technology?

Working backward from the emotion a company wants customers to feel — confidence, relief, trust — produces different priorities than starting with software or workflows: outcome over technology, progress over process, alignment over tools.

Related Article: AI Won't Fix Your CX If You're Starting With the Wrong Question

What Customer Journey Maps Should Actually Reveal

Many organizations proudly unveil beautiful customer journey maps. They're colorful, detailed, professionally facilitated. They save them in PowerPoint and never discuss them again.

The journey map was never the goal…insight was…and is. Journey mapping should reveal something much more valuable than a process. It should reveal emotion, which is the underlying driver of delight or engagement. It shows us where confidence grows, where it disappears, where frustration begins and where customers start questioning whether they made the right decision.

These are your moments of truth. Each one deserves investigation. Your work should provide clear answers to the following questions:

  • What is the customer trying to accomplish?
  • What emotion are they experiencing?
  • Where is friction introduced?
  • Who from your company touches that interaction?
  • How could the experience become simpler?
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What Matters Here: What Should Customer Journey Mapping Actually Reveal?

Journey maps shouldn't just document process steps that get shelved in a slide deck — they should surface the moments of truth where customer confidence grows or frustration begins, including what emotion the customer feels and where friction is introduced.

How to Capture Customer Sentiment Instead of Just Ticket Activity

Most CRMs are excellent at recording activity but very few capture customer truth. Not because the CRM doesn’t possess that capability, but rather because leadership hasn’t set it up properly. Leadership hasn’t clearly articulated what to capture let alone how to capture it.

Leaders must teach customer-facing teams to document more than the issue itself. Customer service, or client success reps need to capture the customer's words…verbatim.

They need to capture their frustrations, their concerns their emotions, the business implications, who was involved, what commitment was made, when it happened and what happened because your company didn't deliver.

There's an enormous difference between:

"Customer experienced implementation delay."

and

"Because implementation was delayed, our customer missed their board meeting, delayed a product launch and lost credibility with their executive team."

One is a ticket, the other is a leadership problem. Your CRM should make capturing these insights effortless. Standardize categories with intuitive dropdowns for issues like responsiveness, pricing, service quality, product functionality, billing, communication, training, ease of doing business, competitive threats and resolution quality.

What Matters Here: How Should CRMs Capture Customer Sentiment Instead of Just Ticket Activity?

CRMs are good at recording activity but rarely capture customer truth unless leadership configures them to. Reps should log the customer's own words, emotions and business impact — the difference between logging "implementation delay" and capturing that the delay cost the customer a board meeting and executive credibility.

Key Lessons From Aligning CX Strategy Before Adding AI

The following table highlights the most important lessons, actions and strategic considerations emerging from this piece on building customer-outcome alignment before layering on AI.

Key AreaWhat HappenedWhy It MattersRecommended Action
AI AdoptionAI amplifies existing organizational alignment or dysfunction rather than fixing CXMisaligned departments using AI disappoint customers faster and at greater scaleAudit cross-functional alignment on customer outcomes before scaling AI tools
Strategy SequencingCompanies start with technology instead of defining the desired customer outcomeOutside-in design produces different priorities than inside-out process designDefine the target customer emotion before selecting any workflow or software
Journey MappingJourney maps are produced, presented and shelved without follow-throughThe value is the emotional insight at moments of truth, not the map itselfUse journey maps to identify friction points and revisit on a recurring cadence
CRM Data CaptureMost CRMs record activity but not customer sentiment or business impactGeneric ticket notes obscure the real cost of service failuresStandardize CRM fields to capture verbatim customer language and business consequence
Loyalty MeasurementCompanies rely primarily on NPS, a lagging quarterly/semi-annual metricRelationships can deteriorate for months before NPS reflects itPair NPS with real-time CSAT to catch declining sentiment at individual touchpoints
Executive EscalationEscalation often depends on who complains loudest, not defined criteriaAd hoc escalation doesn't scale as the organization growsSet objective thresholds (revenue decline %, CSAT score, issue age) for escalation
Incentive AlignmentCompanies claim CX is a priority but compensate almost entirely on new revenueIncentives ignoring retention signal CX isn't actually a leadership priorityTie compensation partly to retention, customer health and advocacy metrics

Why CSAT Predicts Customer Loyalty Better Than Quarterly NPS

Too many companies rely almost exclusively on NPS. And while NPS remains valuable because it measures the strength of the relationship, it’s important to remember this is a lagging indicator. It’s a measure of how the customer felt in the past.

The problem is, most companies conduct NPS quarterly, or semi-annually. Too much time to go by if a reaction is required. Relationships don't deteriorate overnight.

For real-time measurement you can utilize CSAT (Customer Satisfaction Survey) to evaluate individual moments of truth while they're still fresh. CSAT measures engagement, sentiment and delight.

Those metrics provide real-time visibility into experiences customers are having today—not six months from now.

Building an early warning system is the key to reliable and predictable customer loyalty and engagement. To do this effectively, you should:

  • Monitor declining CSAT.
  • Watch for NPS detractors.
  • Track decreases in product usage or service consumption.
  • Listen during quarterly business reviews.
  • Monitor executive escalations.
  • Review recurring support issues.

Customers rarely leave unexpectedly. More often, they leave after a series of ignored signals.

What Matters Here: Why Is CSAT a Better Early-Warning Signal Than Quarterly NPS?

NPS is a lagging indicator typically measured quarterly or semi-annually, leaving too much time between a relationship souring and a company noticing. CSAT measures individual moments of truth in real time, giving companies an earlier warning system alongside usage declines and support escalations.

Building an Executive Operating Cadence for Customer Health

Customer experience is only improved through operating systems. Don’t overcomplicate the operating system. Operating systems are simply a series of repeatable, reliable and scalable actions that a business does daily.

Make it impossible to ignore customer context. Then establish a regular executive cadence dedicated exclusively to customer health. This is not pipeline nor forecasts, but customers.

Every executive review should answer questions like:

  • Which customers are at risk?
  • Why?
  • What triggered the concern?
  • Who's leading the recovery?
  • What commitments have we made?
  • What have we learned?

Too many executive teams spend more time discussing quarterly forecasts than understanding why customers leave. I’ve always felt that is backward an in fact, one of the first things I do when joining a new leadership team. Place the existing customer experience first to better understand it.

Retention is often your highest-return growth strategy, not to mention one of the key measures that drive valuation if you happen to be in a private equity owned company.

What Matters Here: What Should a Recurring Executive Customer-Health Review Actually Cover?

A dedicated executive cadence on customer health — separate from pipeline and forecast reviews — should answer which customers are at risk, why, what triggered the concern, who's leading recovery, what's been committed, and what's been learned.

Setting Objective Thresholds for Executive Escalation on At-Risk Accounts

Executive involvement shouldn't depend on whoever complains the loudest. As businesses grow, a leader’s job becomes more complex from a time management standpoint. It becomes impossible for the leader to react and communicate to every customer.

Instead, a leader’s job shifts from being THE communicator to one of decision maker creating communication structures that are repeatable, scalable and reliable. To do this you must define objective thresholds that require executive involvement.

Some considerations include:

  • The company’s largest accounts.
  • Customers whose revenue has declined by more than 20%. (the percentage should reflect your company’s specific data, the product or service being sold, macro conditions that may affect revenue jumps, or declines)
  • Customers with repeated low CSAT scores.
  • Customers with unresolved issues beyond a defined number of days.
  • Competitive threats.
  • Executive complaints.
  • Declining product adoption.
  • Repeated service failures.
  • Renewal risk.
  • Public criticism.
  • Strategic accounts.

Another related thought is that companies love declaring that customer experience is their highest priority. Then they compensate people almost entirely on new revenue. Talk about wishful thinking. If customer experience truly matters, retention should matter. If loyalty matters, customer health should matter. If advocacy matters, compensation should reflect it.

People naturally prioritize what leaders inspect, and they devote energy to what leaders reward. Company values become real only when incentives reinforce them. Otherwise, they're simply words painted on a wall.

What Matters Here: What Objective Thresholds Should Trigger Executive Escalation on an Account?

Escalation shouldn't depend on who complains loudest. Defined triggers — a revenue decline beyond a set percentage, repeated low CSAT scores, unresolved issues past a set number of days, competitive threats or declining product adoption — make intervention repeatable and scalable as a company grows.

Why Executive Teams Need a Designated Customer Champion

Finally, every executive leadership team needs someone who instinctively advocates for the customer. Someone who consistently asks, "How will our customers experience this decision?"

Not after implementation. Before it.

Identify the senior executive who naturally embodies customer advocacy. Give them a voice. Leverage their positional authority. Allow them to challenge decisions that create unnecessary friction. Because without an executive champion, customer experience becomes everyone's responsibility—and ultimately no one's responsibility.

What Matters Here: Why Does Every Executive Team Need a Designated Customer Champion?

Without an executive whose explicit role is to ask how customers will experience a decision before it ships, customer experience becomes everyone's job and therefore no one's — leaving no one to challenge decisions that create unnecessary friction.

Why AI Strategy Must Start With a Defined Customer Experience Outcome

Companies often ask me where AI fits into customer experience. My answer is always the same. AI can be incredibly powerful if used properly. That’s the key. If you’re clear on the expected outcome AI can enhance your delivery. Use it, experiment with it, and scale it. But never confuse the tool with the strategy.

The next time someone asks about your AI strategy, answer their question with another one: "Before we talk about artificial intelligence, can we clearly articulate the experience we want every customer to have?"

If the room goes quiet, you've found your real problem.

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Main image: SewcreamStudio | Adobe Stock

About the Author

Joseph G. DeRosa is President and Chief Revenue Officer at SAFEbuilt, where he leads the company’s revenue strategy and commercial operations. Over the past six years, he has helped double revenue and EBITDA, guiding the organization through significant expansion and transformation.
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