Data acquisition

What is AI data acquisition?

Last checked 2 November 2026

What is AI data acquisition?
BuyersFrontier labs, intermediaries, evaluation shops
AssetOperating records, licensed not sold
Priced onHeadcount and years
Range$100K to $2M
Answer

AI data acquisition is how model builders get training data they cannot scrape. The public web is used up; what labs acquire now is licensed operating records from real companies, the mail, documents, tickets and code of people doing work.

What gets acquired

Email stores, shared drives, document systems, CRMs, ERPs, ticketing systems and code repositories from companies with real headcount and years of history. The value is in how decisions were made, not in any single file.

How it is acquired

By licence. The company keeps ownership and the originals. A buyer gets a defined right to train on a copy, for a defined scope and term.

Who runs it

Data acquisition teams inside the labs, the intermediaries holding their contracts, and brokers working for the seller. A broker acting for the seller runs several buyers against each other.

How a company sells into it

Three questions at /worth give the range. The form at /start takes the systems and years. Samples go out under NDA, a buyer prices, and the licence is signed.