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.
For Labs & Buyers
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
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.
A customer reports an intermittent failure.
The team compares causes and rejects one hypothesis.
The issue records the chosen fix and its revisions.
A reviewed change connects to the original issue.
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
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.
The starting request and files, supporting context, actions, revisions and result. We report which cases reach a recorded outcome and where stages are missing.
Source IDs, timestamps, reply order, attachments and document versions connect related records. Consistent replacement labels preserve those relationships after de-identification.
Tests, measurements, reconciliations, approvals and delivery records show what actually happened. Original records remain distinct from summaries or added annotations.
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.
Source permissions, exclusions and licensed uses are documented. Automated checks, trained reviewers, an independent privacy specialist and seller review precede buyer access.
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
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 prioritiesOriginal business files and documented tables, with sensitive details removed and related work connected.
Indexed cases with the request, starting context, work and recorded result. Additional task instructions and annotations are agreed separately.
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
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.