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Research12 Sep 20268 min read

Why AI interviews beat surveys on the questions that matter

We ran the same twelve questions two ways with 640 users. Surveys got the answer people thought we wanted. Interviews got the story, and a second question we hadn’t thought to ask.

Maya LindqvistHead of Research, ProductSignal

The setup

Every product team has asked its users why they left. Most have done it with a survey, because a survey scales and an interview does not. We wanted to know what that trade costs, so we asked the same twelve questions two ways.

640 users who had churned in their second month. Half got a twelve-question survey with free-text fields. Half got a six-minute conversation with ProductSignal that opened with the same twelve questions and followed up wherever the answer was thin.

What surveys got

Surveys came back fast. 71% completion, median four minutes. The answers were clean and short, and almost all of them named a reason we already had on the roadmap: price, missing integrations, “didn’t have time.”

Which is the problem. When you give someone a text field under a question about pricing, they write about pricing. We got 640 confirmations of what we already believed, and very little we didn’t.

Seven people talking around a long wooden table in an office kitchen
The research team reviewing survey exports in June. Almost every free-text answer fit on one line.

What interviews got

Interviews took longer to come back, and fewer people finished: 58% completion, median six minutes. But the content was different in kind, not just in length. Two in three transcripts contained something the survey never surfaced.

“Honestly, that they’d see the board. Instead they got an empty workspace.”
Interview #128 · Maya, product lead at a 40-person team

The empty first screen came up 92 times. It was not one of our twelve questions. It was not on the roadmap. It became the most-quoted pain of the study, and the first thing we fixed.

71%
survey completion
58%
interview completion
2 in 3
interviews surfaced something the survey missed

The second question

The difference is almost entirely the follow-up. When someone answers “I didn’t have time,” a survey moves on. An interviewer asks what they were trying to do when they ran out of it. That second question is where the useful answers live, and it is the one thing a form cannot ask.

We looked at where in each transcript the empty first screen first came up. In 84% of cases it was in response to a follow-up, not to one of the original twelve questions.

What we changed

We stopped treating the twelve questions as the study and started treating them as the opening. ProductSignal now spends most of an interview on follow-ups, and stops when it understands rather than when the list is done. Surveys still have a place, for counting things you already know how to name. For finding the things you don’t, ask the second question.

Maya LindqvistHead of Research. Previously ran user research at Halcyon and Northwind.
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