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.

See the data

One session, from brief to outcome.

  1. Brief

    Reconcile the March accounts.

  2. Context

    Opens the ledger in Excel with the bank export beside it.

  3. Action

    Writes a lookup across both sheets.

  4. Correction

    Undoes it, fixes the range, tries again.

  5. Outcome

    Accounts reconciled and the file saved.

An illustrative example, simplified.

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 marketplace
  • Spreadsheet 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.