Where to invest
Consider which experience changes deserve resources, and what evidence would support the choice.
Experience investmentA perspective from The Analytics System
Customer attachment.
Commercial judgment.
What customers feel matters. What your organization does with that evidence matters, too.
Customer Love Quotient, as developed in The Analytics System by Gadiel Guadarrama. Explore the perspective and its commercial applications.
Developed in The Analytics System
By Gadiel Guadarrama
Applied through Gadiel Analytics
01The perspective
Customer love.
A commercial question.
A favorable customer score can begin a useful conversation. It cannot finish the decision.
Which relationships deserve attention? Which experience investments are worth making? What does stronger attachment mean alongside the behavior you actually observe?
Customer Love Quotient brings customer attachment into that discussion, preserving the connection between evidence, context and managerial judgment.
Understand the perspective02Commercial applications
Three decisions worth
looking at differently.
What to investigate
Examine the gap between reported attachment and observed customer behavior.
Retention & valueWhat to protect
Bring relationships into the discussion of brand, pricing and commercial trade-offs.
Brand & revenue03An illustrative application
Better feedback.
Weaker repeat purchasing.
When the signals disagree, the useful question is what each signal can support. A subscription business offers one way to explore the distinction.
Read the scenarioBefore the intervention
Are we observing the same customers, over the same period, making the same kind of choice?
Illustrative management question.
No client outcome or benchmark is implied.
04Executive perspective
An original essay · 5 min read
When customer scores improve but commercial decisions do not.
A better score and a better investment decision are different achievements. Connecting them requires a question worth answering.
Read the essay
The source of the framework · Now published
One framework.
A larger architecture.
The Analytics System explores how data foundations, metrics, AI and managerial judgment connect. Customer Love Quotient is one contribution within that architecture.
The book provides the full conceptual treatment. This site extends the discussion through selected commercial applications.
Amazon US · English first edition · Published October 20, 2026.
Retailer pricing, availability and delivery apply.
Advisory through Gadiel Analytics
A specific decision
is a good place to start.
If customer evidence is raising questions about investment, retention or commercial priorities, start with the decision your organization needs to make.
Discuss an application