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AI Moment
Mapper.

A project by Massimo Gaifa

Customer success,
made tangible.

I built AI Moment Mapper to make a strategic question easier to discuss: where should AI do the work, and where does a person make the difference?

My perspective comes from 19 years in CPaaS—communications platforms that businesses build into their products—and experience leading customer success across subscription, usage-based, and hybrid businesses.

What this project demonstrates

01

Business judgment

A framework grounded in revenue models, customer value, and trust.

02

Product thinking

An abstract idea turned into a tool people can explore and question.

03

Practical AI

Clear rules for the map, with AI helping explain the implications.