Guides
Straight answers for businesses wondering whether their operational records could help AI learn how work gets done.
Data licensing lets a business grant defined rights to use its records without selling ownership. Learn how licenses, scope, exclusivity and terms work.
A step-by-step guide for companies wondering how to sell or license their operational data: rights checks, privacy, preparation, and finding the right buyer.
What data monetization means for companies with years of operational records, the main approaches, and what makes data useful to AI buyers.
A plain-language explanation of AI training data, why AI developers look beyond public web text, and how businesses can contribute rights-cleared records.
Quick answer
Data monetization is turning data an organization already holds into measurable value, either by improving its own operations or by licensing or productizing it for others.
In a survey of 1,300+ business and IT leaders, respondents estimated 55% of their organization's data is "dark": unquantified and untapped.
Source: Splunk, The State of Dark Data
Quick answer
Records that show how real work gets done, linking a situation to the action taken and the outcome, with consistent structure and clear rights to use them.
IDC reports that about 90% of the data organizations produce is unstructured, such as documents, emails and tickets.
Source: IDC Global DataSphere, cited in IDC Event Proceedings (Dec 2023)
Quick answer
Researchers project that quality public text could be fully used within years, which increases interest in licensed and domain-specific data.
Epoch AI estimates that, if current trends continue, AI language models will fully use the stock of quality public human-written text between 2026 and 2032.
Next step
A short conversation about your records, your rights, and whether a licensing opportunity is worth preparing. No data upload required.
