Businesses Need Clear Data Provenance for Trustworthy AI Decisions

A company's AI system can provide accurate answers to complex questions, but without clear information about where those answers came from, it can be difficult to trust their reliability.

Businesses need a way to track the origin and evolution of data used by their artificial intelligence systems, so they can investigate mistakes, maintain useful information, and ensure that critical decisions are based on accurate and up-to-date material.

The W3C PROV overview describes provenance as the record of how information originated and changed over time. This concept is crucial for businesses using AI, as it provides a foundation for exchanging records about where data came from and how it was generated.

In a business setting, the relevant history might include the original document, its owner, the date it became effective, and subsequent changes. If a calculation transforms the document into another dataset, that relationship matters too.