AI-powered data agents revive enterprise semantics dream
AI-powered data agents from OpenAI and Anthropic are breathing new life into the long-standing goal of making business data truly understandable and accessible. Unlike past attempts that struggled with the labor of building and maintaining shared definitions and standards, these AI tools can now answer complex business queries using plain language—without endless debates over what terms mean. Companies may finally break the old bottlenecks around data semantics.
- AI data agents handle requests in plain language
- Previous semantic web efforts required heavy manual setup
- Traditional approaches struggled to scale beyond narrow niches
- AI models can potentially resolve old data definition disputes
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