01 / PRINCIPLE
Customers are more than metrics
A click is an action; a conversion is an outcome. Neither fully explains the person’s goal.
The conviction
Understanding begins with better questions.
Organizations should not confuse the actions they can measure with the goals their customers are trying to achieve.
“Behavior tells us what happened. Intent asks what the customer was trying to accomplish.”
This manifesto states the principles guiding Yasha Sterling’s emerging Customer Intent Intelligence research and thought leadership. It is a statement of philosophy, not an empirically validated theory.
Eight commitments
What we stand for
02 / PRINCIPLE
Behavior is evidence, not intent
Actions are signals worth examining, not permission to assign motives without context.
03 / PRINCIPLE
Inference must be questioned
AI interpretations are hypotheses; competing explanations and uncertainty deserve attention.
04 / PRINCIPLE
Listening is part of intelligence
Feedback, user research, and support interactions can challenge analytic assumptions.
05 / PRINCIPLE
Better data requires stewardship
Privacy, fairness, access, and proportional use matter when combining signals.
06 / PRINCIPLE
Human judgment remains accountable
Automation can assist analysis, but responsibility for consequential decisions remains human.
07 / PRINCIPLE
Success follows customer goals
An incomplete transaction is not necessarily an unsuccessful customer journey.
08 / PRINCIPLE
Intelligence must create value
Better decisions and measurable customer outcomes matter more than dashboards alone.
Official Publication
The Customer Intent Intelligence Manifesto
Explore the principles guiding a more human-centered, evidence-informed approach to understanding customer intent.
Download the manifestoFrom philosophy to practice
Ask before acting.
What did the customer actually do? What goals might explain the behavior? What evidence could distinguish those explanations? How will we know whether our response helped?
These questions connect to the proposed CII Framework. Both are part of an evolving body of work and should be refined through scholarship, professional critique, and testing.
Explore the CII Framework → Return to the CII Hub