Start Free Trial

Knowledge Base

Is CLV a Fantasy Metric—and Why Should You Use NRR Instead? contrarian insights

Customer Lifetime Value (CLV) has always looked impressive. Greek symbols, discount rates, projections stretching into the horizon. It feels scientific, almost precise. But in practice, CLV is built o...

Continue reading...
Are Customer Health Scores Just Bad Science? contrarian insights

Every SaaS company seems to have a “customer health score.” It usually lives in a slide deck, presented with great seriousness to the board. A tidy number, often in red, yellow, or green, meant to sum...

Continue reading...
Is NPS Dead? Why CX Metrics Must Evolve — Insights from Richard Owen and Brian Curry cx iconoclast expert interview

 

In a recent episode of The CX Iconoclast podcast, Richard Owen and Brian Curry asked the blunt question: is NPS dead? Their answer—no, but it’s on life support. The discussion reflects a broader th...

Continue reading...
Why Do AI Projects Fail and How to Make Them Work — Insights from Amir Hartman cx iconoclast expert interview

In a recent episode of The CX Iconoclast podcast, Richard Owen interviewed Bruce Temkin about leadership in an AI-driven world. Temkin introduced the idea of humanity at scale—a framework for ensuring...

Continue reading...
What Is Time-Shifting in Customer AI? customer ai analytics customer ai insights

 

One of the most powerful concepts in Customer AI is time-shifting—the ability to see customer outcomes before they show up in traditional metrics. Instead of reacting to churn after it happens, or ...

Continue reading...
How Should Leaders Balance AI Efficiency with Human Empathy at Scale? customer ai future work customer ai leadership

 

AI promises speed, scale, and precision. It can automate outreach, predict churn, and prescribe interventions with accuracy. But customers aren’t just data points. Relationships, trust, and empathy...

Continue reading...
Why Should Integration Often Be Deferred in Year One? customer ai justification customer ai roi

 

When executives greenlight a Customer AI initiative, the instinct is to start with IT integration: connect every system, build a perfect warehouse, automate pipelines. It feels like progress — but ...

Continue reading...
What Cultural Changes Are Required for Sustained Customer AI Adoption? customer ai future work customer ai leadership

 

Technology alone doesn’t transform companies. Culture does. Many Customer AI pilots succeed technically but fail to scale because the organization resists change. Sustained adoption depends on rewi...

Continue reading...
Passives (NPS) customer ai glossary (m-r)

 What are Passives?

 
In Net Promoter Score (NPS), passives are customers scoring 7–8 on the recommend question. They are moderately satisfied but lack loyalty, making them vulnerable to churn. 

In ...

Continue reading...
Customer Journeys customer ai glossary (a-f)

 

 What are Customer Journeys?

 
Customer journeys are structured maps of how customers engage with a business across stages such as consideration, purchase, onboarding, usage, and renewal. While wi...

Continue reading...