Why Structured Data is the Ground Truth of AI
Blog post from Starburst
In the context of enterprise AI, the major bottleneck is not the quality of AI models but the accessibility and understanding of the underlying data, particularly structured data that provides the necessary business context. Structured data is considered the "ground truth" of AI, as it determines the accuracy and governance of AI outputs. The challenge lies in bridging the gap between having data and extracting meaningful insights, which requires curation, precision, and appropriate governance. Companies like Starburst are addressing this by providing data products that ensure consistent and certified definitions across business units, and by enabling flexible data access that accommodates the distributed nature of enterprise data environments. This approach allows AI systems to move beyond merely providing information to enabling actionable insights, thereby enhancing trustworthiness and scalability in AI applications.
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