Behavior
How work actually gets done.
Screens, keystrokes and decisions from professionals doing their real jobs, for agents that need to use software the way people do.
One session, from brief to outcome.
Brief
Reconcile the March accounts.
Context
Opens the ledger in Excel with the bank export beside it.
Action
Writes a lookup across both sheets.
Correction
Undoes it, fixes the range, tries again.
Outcome
Accounts reconciled and the file saved.
Brief
Reconcile the March accounts.
Context
Opens the ledger in Excel with the bank export beside it.
Action
Writes a lookup across both sheets.
Correction
Undoes it, fixes the range, tries again.
Outcome
Accounts reconciled and the file saved.
Every session holds
- Screen video.
- Input events, aligned to the video.
- Application and document state.
- The brief and the finished result.
Agents learn from traces, not screenshots.
Recorded on real floors.
We partner with employers whose teams agree to take part, seat by seat. Only consenting workstations are recorded. Personal data and secrets are scrubbed before anything leaves our systems.
Areas
- Finance and accounting
- Documents and slides
- Design
- Software engineering
- Legal and administration
What it trains
- Computer-use agents
- Workflow and planning models
- Evaluations on real tasks
In the marketplace
All of the marketplaceSpreadsheet and finance workflows
Month-end close, reconciliation and audit preparation in Excel and ERP systems, with the corrections and the final result.
screen video, input events, outcomes
Documents and slides
Authoring sessions in Word and PowerPoint, from first draft through revisions to the finished file.
screen video, revisions, final files
Creative tool workflows
Design work in Figma and Illustrator, including the review cycles between versions.
click streams, tool use, review cycles
Software engineering sessions
IDE, terminal and browser activity during real feature work, linked to the commits it produced.
editor events, terminal, commits
Legal and administrative review
Contract markup, clause comparison and approval chains, recorded as the work happens.
input events, markup, decisions
Custom software cohorts
A consenting team recorded on the exact software your agent needs to use.
your stack, your tasks
Need a workflow we haven’t recorded?
Name the software, the task and the volume. We’ll find a team that does it every day.