Enterprise data
How a company works,
recorded.
Meetings, handoffs, email, documents, operational records and private codebases from consenting companies. Sourced against your brief.
The public web shows what companies publish. Models also need to see how the work gets done.
Real work happens between people: a decision in a meeting, a handoff at the end of a shift, a thread that changes the plan, the commit that follows. We source that record from companies that agree to share it, scoped by the company profile you describe.
- Real companies. Not role-play and not synthetic org charts.
- Consented. The company authorizes it; the people on camera agree to it.
- Linked. Meetings, threads, documents and code from the same organization, kept together.
What we source
Four kinds of record.
One company at a time.
Meetings and handoffs
Team meetings, stand-ups and the handoff between shifts or roles. Audio and video, with who said what.
Email and chat
Business email and internal threads, with the context needed to read the exchange.
Documents and operations
Business documents and operational records for a domain or workflow: tickets, logs, forms, reports.
Codebases
Private repositories and their documentation, scoped to your technical requirements.
How a brief works
Scoped by company profile. Checked on a sample.
- 01 Describe the company. Industry, size, business activity and the kinds of work the data should represent.
- 02 Review the inventory. Formats, date ranges, metadata and a representative sample before the full scope is agreed.
- 03 Agree the delivery. Data boundaries, permitted use, packaging and acceptance criteria. Then scale.
Questions teams ask.
Is this an off-the-shelf catalog?
No. Enterprise supply is sourced against buyer briefs. We confirm suitable material and its scope through an inventory and a sample before anything scales.
How is this different from expert data?
Expert data centers on one person's knowledge and judgment. Enterprise data covers how an organization works: its records, workflows and the conversations between the people in it, with the matching authorization and usage scope.
Who consents?
The company authorizes the data and its permitted use, and the people recorded in meetings and sessions consent to it. Boundaries are agreed in writing before delivery.
More human data
Four more kinds of human data.
Speech and conversation
Two-speaker and group recordings with overlap, pauses and barge-ins, plus labels for tone, emotion and delivery.
Learn more →Expert judgment
Doctors, lawyers, teachers, engineers and hundreds of other professions answering domain tasks and explaining their decisions.
Learn more →Private records
Consumer chats, AI histories, photos and purchases, and expert notes, contributed with consent and profile context.
Learn more →Coding traces
Real developer-agent sessions from Cursor, Claude Code and Codex: prompt, tool calls, edits and outcomes.
Learn more →License
Existing recordings and records, with source context, metadata and usage rights.
Commission
New conversations, tasks and recordings from the people your brief describes.
Label and review
Experts annotate and grade against your rubric, with review notes.
Agree the spec and acceptance criteria → review a sample → scale.
Describe the company you want represented.
We will come back with an inventory.
Video on this site is licensed stock footage of real people, used to illustrate the kinds of data we collect.