For Labs & Buyers

Long-horizon, realistic
process data.

Original professional work, from the initial request through cross-tool context, expert decisions, revisions and recorded outcomes. We source across industries and prepare the data around your team’s requirements.

For agent training, evaluation and realistic RL environment design.

Our data philosophy

Preserve the work
behind the result.

A finished document shows what someone delivered. The connected history also shows what they knew, what changed, which attempts failed and how they decided what to do next.

One support investigation. Five connected systems.

Illustrative example
  1. 01Zendesk

    The request

    A customer reports an intermittent failure.

  2. 02Slack

    The investigation

    The team compares causes and rejects one hypothesis.

  3. 03Jira

    The decisions

    The issue records the chosen fix and its revisions.

  4. 04GitHub

    The work

    A reviewed change connects to the original issue.

  5. 05Test & release

    The outcome

    Test results and the release record verify the fix.

The value is in the connections: a request can be traced through the investigation, changing decisions and final outcome. We check those connections again after privacy transformations.

Real business records retain the ambiguity, exceptions and unsuccessful attempts of professional work. We preserve that context and identify gaps, so you can judge whether the data supports the capabilities you want to train or evaluate.

When you need tasks or environments, we agree what the agent can see at the start, which tools it can use and how completion will be checked. Later outcomes and scoring answers stay separate from the starting state.

What you can evaluate

Useful records.
Clear evidence.

A concise product brief and protected sample show the actual work, checked quantities, preparation and licensing terms. You can inspect the data against your requirements before agreeing a delivery.

01

The complete process

The starting request and files, supporting context, actions, revisions and result. We report which cases reach a recorded outcome and where stages are missing.

02

Context across tools

Source IDs, timestamps, reply order, attachments and document versions connect related records. Consistent replacement labels preserve those relationships after de-identification.

03

Original outcome evidence

Tests, measurements, reconciliations, approvals and delivery records show what actually happened. Original records remain distinct from summaries or added annotations.

04

Checked quantities

An inventory distinguishes source files from extracted records, unique content and complete cases. Connection rates, duplicate checks and known gaps explain what you are evaluating.

05

Rights and privacy

Source permissions, exclusions and licensed uses are documented. Automated checks, trained reviewers, an independent privacy specialist and seller review precede buyer access.

06

A usable delivery

Agree the formats, fields and acceptance criteria with us. Cleaned files, linked tables, field definitions and a preparation report make the product straightforward to inspect.

Start with your requirements

Choose the preparation
your project needs.

Tell us the work, context, formats and outcome evidence that matter. We can prioritize sourcing and give you first look at matching data.

Share your current priorities
01

Cleaned historical records

Original business files and documented tables, with sensitive details removed and related work connected.

02

Completed process examples

Indexed cases with the request, starting context, work and recorded result. Additional task instructions and annotations are agreed separately.

03

Buyer-specific tasks and environments

Where your project needs them, scope task construction, tool interfaces, repeatable starting states and reliable scoring against a separate brief.

Tell us what you want to buy

What data would be
most useful right now?

A brief description is enough to start. Share the professional work or capabilities you care about, and we’ll follow up on sourcing, samples and the right next step.

Please describe your requirements without including private records, credentials or confidential research.

Add format, outcome or licensing requirements (optional)