The context that would make your agents good isn’t in your docs. It’s in your team’s heads. Scouts interviews them and hands your agents structured, cited answers.
The solution
The return
What are the top barriers to our company-wide AI adoption?
Send a scout to everyone who ran a top-10 skill three or more times this week.
Ask the same three objectives every run and do not reword them between runs — comparability across weeks is the point:
We solved the hardest problems in learning from people: the recency trap, the polite non-answer, the aside that never gets written down, the form nobody finishes. Write down what you need to find out, share a link, and a scout interviews everyone who opens it. What comes back is not survey data. It is what people actually built, how often they run it, what it replaced, and where it broke.
Inside the scout
Comparable like a survey, deep like a conversation.
The scout adapts its questions to each person, and every interview still closes the same set of objectives. Different conversations, comparable results.
Coverage is measured, not assumed. If an objective wasn’t reached, you know which one and with whom before you rely on the data.
Every use case leaves with a frequency and a before, so the pattern survives the first hard question in the room.
Inside the scout
Answers the interviewer didn’t put there.
The scout holds the discipline trained interviewers drill for years: it never suggests an answer, never rewords a response into something tidier, and never fills a silence with its own theory.
It opens on the best thing you’ve built, not the last thing you touched. A moment of real thinking beats an answer shaped by whatever happened this morning.
When an answer stays abstract it asks once more, narrower, then moves on. Enough persistence to get specifics, never enough to make someone invent them.
Inside the scout
Asides are leads, not noise.
The remark made in passing is often the finding: the system nobody can reach, the step everyone quietly works around. The scout follows up on it even when it answers no question on the list.
What people abandoned matters as much as what they kept. The scout asks where things broke, and returns to it once the conversation has warmed up.
When a participant names a colleague doing something worth seeing, that name is kept, and the next round of interviews knows where to go.
Inside the scout
Findings you can trace to the sentence someone actually said.
Every interview returns in the same shape: what they built, how often they run it, what it replaced, where it broke. Reading forty takes an afternoon, not a quarter.
Every finding stays linked to the exact words behind it. When a stakeholder asks how you know, the answer is one click away, in the participant’s own voice.
A survey told us 2 of 36 people had a time-saving workflow, and couldn’t describe a single one. The scouts came back with the workflows.
More than you’d expect, and the research backs it up. People consistently disclose more to AI than to other people: no social pressure, no fear of judgment, no awkwardness about pausing to think. The answers tend to be more honest and more considered than a live conversation produces.
A well-briefed scout is more attentive than most meetings: it listens properly, follows up, and never rushes to the next question. Async means people respond when they’re ready, not when they’re cornered on a calendar. The real disrespect is asking someone to block 45 minutes and then not actioning what they said. A scout creates a permanent record and a clear output.
Surveys get answers to the questions you already knew to ask. A scout follows the thread — it hears something unexpected, asks about that, and comes back with the thing you didn’t know to put on the form.
The problem
Documents are residue of decisions, not the reasoning behind them. Why is the rollout not working, what progress has everyone made on their objectives this week, where is friction in process adoption. None of this gets written anywhere. It’s in heads of each person in your team and nobody has time to interview all of them.
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