What actually happens when your agent runs the research.

Set up a study, interview users, review evidence and Findings, then decide what to send to delivery. This illustrative example follows trial users who stop before creating their first report.

From study to delivery

The Study defines what to learn. Interviews capture what users say and do. Evidence links to those moments; a Finding summarizes the pattern. Your team reviews the Finding before sending it to a tracker.

00

The question

You → your agent

Choose one question about your users. For example: why do trial users stop before creating a report?

The brief, as you would type it

Trials keep stalling before anyone creates a report. Find out why — with evidence, not guesses.

01

The study

MCP · CLI · Dashboard

Your agent drafts a study: the goal, how to meet users — silent observation, a task to try, or an open conversation — and the debrief questions it plans to ask. You review the plan before anything goes live, and you can see exactly what the participant is asked to agree to.

Study plan — ready for your review

Goal
Learn why trials stall before the first report
Mode
Observe ordinary use, then a planned debrief
Participants
Trial users already inside your product
Consent
Voice, navigation, and screen where supported — asked up front
02

The interview

Inside your product · Widget

With consent, the interviewer records voice and product interactions. Supported desktop browsers also allow screen recording; mobile interviews continue with voice and in-page events. During observation, the interviewer stays quiet.

Captured session — minute one of six

  • 00:04nav/reports
  • 00:11clickNew report — three times
  • 00:19voice"Where did it go?"
  • 00:27nav/reports → /settings → /reports
  • 00:38signalRepeated path with no result — struggling moment
03

The debrief

While context is fresh

After observation, a planned debrief asks about specific moments from the task and what the participant expected.

Planned debrief

Interviewer

You clicked New report three times, then left the page. What did you expect to happen?

Participant

I thought the report would show up in that list. Nothing changed, so I assumed the trial did not include it.

04

The evidence

Source-linked

Everything the run learned comes back attached to its source — the participant's words, the observed behavior, or both — with the page path, the playback moment, and a confidence level. Participant words and interpretation stay in separate fields. If a card reads wrong, the recording is one click away.

Evidence card

Struggling momentExtraction confidence 91%

Nothing changed, so I assumed the trial did not include it.

/reports · playback 00:19–00:52 · interview #14

05

The Finding

Draft → reviewed → send

UserTold groups related Evidence into a draft Finding. You or your agent check the sources and summary, then mark it reviewed. Sending it to a tracker is a separate decision.

Draft Finding — under review

Report creation gives no feedback, reads as a trial limit

Evidence ×3Interviews ×3
draftreviewed

Pushed to Linear with sources attached

06

Delivery

Linear or GitHub

Send a reviewed Finding to Linear for product triage or to GitHub for delivery. The issue includes the Finding and its Evidence links. In Linear, your team decides whether to accept it into delivery.

07

After shipping

Closing the loop

When a linked Linear issue completes, UserTold resolves its linked Evidence. Later interviews may surface similar Evidence for review. GitHub handoff does not include completion sync.

Recurrence watch

resolved

Evidence resolved when the Linear issue completed

watching

New interviews checked for the same stall

What UserTold does not do

It does not recruit participants

It interviews people who are already using your product, on the pages where you installed the script. You choose whom to invite; responses are not guaranteed.

It does not rescue users mid-task

During observation nothing interrupts, hints, or navigates for the user. Stuck moments are preserved as evidence, then explained in the debrief.

It does not file tickets on its own

Review the Finding and its Evidence, then choose whether to send it to Linear for product triage or GitHub for delivery.

It does not summarize away the source

Review the quotes or observed behavior behind a Finding to check the interpretation.

The docs cover study design, the widget embed, methodology, and the agent surfaces.

Start with one research question.

Prepare a study in the dashboard or through your agent. Try the interview yourself before inviting users.