Services
Proprietary company data, cleared for AI.
Operating data from established companies, with the rights cleared, sensitive and personal information excluded, and every record de-identified before it leaves the company's own systems.
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Operating data from established companies, with the rights cleared, sensitive and personal information excluded, and every record de-identified before it leaves the company's own systems.
Due diligence, regulatory approvals and data reviews for companies in more than 60 countries.
Volkswagen
AI models learn real work from the records real work leaves behind: the threads, tickets, documents, spreadsheets and system histories that show a problem, the evidence, the decision, the corrections and the outcome. Almost all of it sits inside private companies, and almost none of it can be licensed until the rights and the personal data are dealt with.
We source that data from established companies and deliver it cleared. The authority to license it is confirmed, competing rights are checked, sensitive and personal information is excluded, and every record is de-identified inside the company's environment before extraction, with the links between records kept intact.
Email and chat threads, tickets, documents, spreadsheets, CRM and system histories that show complete workflows from start to finish.
Signing authority, ownership, client contracts, confidentiality terms and third-party licences checked, with the permitted uses set out in writing.
Personal, sensitive and third-party information removed inside the company's own systems, with the same person, company or case linked consistently across every source.
Data to train models, held-out cases to test them, and maintained datasets for enterprise AI, each licensed for its stated use.
| Deliverable | What it contains | Who relies on it |
|---|---|---|
| Dataset | De-identified records in the agreed formats, with consistent links across sources | Model and data teams |
| Rights record | Who authorised the licence, the permitted uses, onward rights and restrictions | Legal and procurement |
| De-identification report | What was removed or transformed, where processing ran and the re-identification checks applied | Privacy and security |
| Quality report | Coverage, volumes, date range, completeness, duplicates and known limitations | Model and evaluation teams |
| Delivery terms | Formats, versions, refresh frequency, acceptance criteria and retention | Procurement |
Operating records from established companies across the economy: the communications, documents, tickets and system histories produced by day-to-day work. We source against your specification, including language, country, workflow and volume.
No. Personal, sensitive and third-party information is excluded or de-identified before any record leaves the company, and each delivery carries a report of what was removed and how.
Inside the company's own environment, before extraction. Raw records do not leave the company.
The permitted uses are agreed per dataset and recorded in writing: training, fine-tuning, evaluation, retrieval or commercial deployment, together with any onward, retention and exclusivity terms.
Yes. Most engagements start from a buyer's requirement, which we translate into the companies, sources and acceptance criteria needed to meet it.
Yes. Every dataset comes from a company that has chosen to license its own data, under its own signed agreement.
Tell us what you need and where you operate.