Glossary

AI data licensing glossary

The terms you'll hear in a data deal, explained simply.

Updated October 13, 20263 min readSources linked

Plain-English definitions of the terms you'll hear in a data licensing deal.

TermMeaning
AI agentSoftware that completes multi-step tasks on its own, like resolving a ticket end to end.
AnonymizationRemoving or altering data so people can't be identified. See de-identification.
Chain of titleProof that you own, or have rights to, the data you license.
Data licensePermission to use defined data for a defined purpose and time, while you keep ownership.
Data richnessHow well records link across systems, a pricing factor used by shutdown data buyers.
De-identificationRemoving identifiers so data can't reasonably be linked to a person. CCPA and HIPAA define their own standards.
DerivativeSomething created from licensed data, such as a trained model or synthetic dataset.
Discovery callThe meeting where you and a buyer agree on scope, privacy rules and exclusions.
Expert DeterminationA HIPAA de-identification method where an expert documents very small re-identification risk.
Human feedbackPeople rating or correcting AI outputs, used to improve models.
Operational dataRecords of how a business runs: SOPs, tickets, CRM history, project records.
PIIPersonally identifiable information: names, emails, phone numbers, IDs.
Quasi-identifierData that can identify someone in combination, like birth date plus ZIP code.
Re-identificationLinking de-identified data back to a person.
RL environmentA simulated workflow where an AI agent practices tasks and gets feedback (reinforcement learning).
Safe HarborA HIPAA de-identification method that removes 18 listed identifiers.
SOPStandard operating procedure: written steps for how a task is done.
Synthetic rewriteRewriting records with new details while keeping the workflow structure.

Next: how AI data licensing works.

Frequently asked questions

What is ai agent?

Software that completes multi-step tasks on its own, like resolving a ticket end to end.

What is anonymization?

Removing or altering data so people can't be identified. See de-identification.

What is chain of title?

Proof that you own, or have rights to, the data you license.

What is data license?

Permission to use defined data for a defined purpose and time, while you keep ownership.

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