Semi-structured one-on-one conversation to understand user motivations, pain points, and decision-making. Produces qualitative insight grounded in user voice, not stakeholder assumptions.
| Question it answers | Why do users behave this way? What drives their choices? |
|---|---|
| Participants & timing | 5-8 per segment ยท 1-2 weeks |
| AI compatibility | AI helps with transcript synthesis and theme extraction; interviews must be conducted by a human. |
| Output | Insight report with themes, supporting quotes, and recommendations |
"Don't you think X is confusing?" gets agreement, not truth. Ground every question in past behavior: "Tell me about the last time you..."
Empirical saturation research (Guest 2006, Hennink 2017) puts code saturation at 9-12 interviews. Five catches headlines, not patterns.
One internal pilot session catches unclear questions and pacing problems before real participants.