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How Does Churn Reduction Translate Into ROI? customer ai justification customer ai roi

 

Churn is more than a customer experience issue—it’s a financial leak. Every account lost forces the business to replace revenue just to stay flat. That makes churn reduction one of the most direct ...

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Is NPS Overrated — and Will Predictive AI Replace It? contrarian insights

Let’s be honest: Net Promoter Score was never the Holy Grail. At best, it was a clever proxy. A single survey question that distilled sentiment into something leaders could track and boards could unde...

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How Does Customer AI Uncover Operational Root Cause? customer ai analytics customer ai insights

 

When customers churn, most companies explain it with anecdotes: “They didn’t like support” or “The champion left.” Sometimes true, but often superficial. The real challenge is root cause: what spec...

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Upsell customer ai glossary (s-z)

What is Upsell?

Upsell refers to encouraging existing customers to purchase additional features, services, or higher-value products. It increases net revenue retention (NRR) and strengthens customer ...

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Do You Really Need More Data—or Just Better Questions? contrarian insights

Executives love to complain they don’t have enough data. It’s become a ritual in boardrooms: if only we had more data, we’d finally get the answers. But the uncomfortable truth is the opposite. Most f...

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Promoters (NPS) customer ai glossary (m-r)

 What are Promoters?

 
In Net Promoter Score (NPS), promoters are customers scoring 9–10. They are loyal, buy more, stay longer, and advocate for the brand. 

In the Customer AI Masterclass (Unit 1.3...

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The KPI Revolution: Turning Data into Decisions with AI — A CX Iconoclast Interview with MIT’s Michael Schrage cx iconoclast expert interview

 

For decades, executives have relied on KPIs as dashboards of business health. Yet too often, these metrics reflect the past instead of shaping the future. In this episode of The CX Iconoclast podca...

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Satisfiers (Kano Model) customer ai glossary (s-z)

What are Satisfiers?

Satisfiers are product or service attributes that provide linear increases in customer satisfaction. The more you deliver, the more satisfied customers become, but without the ex...

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What Are the Biggest Risks and Pitfalls in Customer AI Projects? customer ai implementation customer ai roadmaps

 

Customer AI promises a lot: better predictions, precise prescriptions, and measurable revenue impact. But not every project succeeds. In fact, many stumble over predictable risks—not because the ma...

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Is Customer Success About Smiles—or About Revenue? contrarian insights

Customer Success has a branding problem. Too often it’s framed as the “empathy function,” a team of relationship-builders keeping customers happy with smiles and friendly check-ins. It sounds nice. It...

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