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Buy licensed company operations data for AI training

Company operations data is the working record of one real business: the email, chat, tickets, wiki pages and project history people produced while doing the job. Its value to a model team is that it is connected. The same company, the same people and the same projects appear across systems, so a question in chat can be followed to the ticket, the page and the result.

Tell us what you need


What we can source

Each export guide on the site, such as Slack, Gmail, Jira and Confluence, says what the system gives up and what it leaves behind.

Type of systemWhat it holds
Email and calendarQuotes, complaints, scheduling and decisions, in threads with both sides.
Team chatQuestions, workarounds and decisions made in a thread, often with the reasoning.
Tickets and task toolsA problem, its steps and its outcome, in order.
Wikis and knowledge basesHow things are done, why a choice was made and what went wrong before.
Customer records and sales historyAccounts, deals and the notes that explain why they moved.
Documents and drive filesPlans, reports and procedures in their working form.

Why it stays connected

We work from one company at a time, so stand-in names are used the same way everywhere. A person who is Employee 21 in a ticket is Employee 21 in the chat and the wiki, which keeps the story followable. Data that is mixed from many sources loses that.


What we check before you see anything

Who does the de-identification and who bears the risk of it is agreed case by case. See who answers for what.

  • The seller owns the data, and its client contracts allow de-identified use
  • Client-held and shared-channel material is excluded
  • Personal information is removed by automated tools and checked by people, and the seller approves a sample
  • A provenance memo records ownership, contract clauses and what was left out

What to put in a request

The systems you want and the number of years, the size and industry of the company, the language, whether you need one source or several to line up, and whether you want an exclusive AI lab agreement for a term. The more specific the request, the faster we can say what exists.


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Questions about buy licensed company operations data for AI training

Can you supply data from more than one company at once?

Yes, as separate sets. Each company is cleaned on its own so the links inside it stay intact, and you receive them as separate packages with their own provenance.

Do you hold the data?

No. The seller keeps it. You receive a summary and an approved sample, and the full package after signing, delivered through us.

Can we ask for a particular size of company?

Yes. Say the headcount range, the years of history and the industry, and we match against what sellers hold.

How is privacy handled?

Names, codes and other identifying details are removed before the data leaves the seller, and people review the result. The contract says who is responsible for the cleaning.

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