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The Foundations of AI-Native Analytics
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Semantic Layers, Agentic Workflows, & Governance
This whitepaper is a practical guide for data leaders exploring AI-native analytics. It breaks down what must be in place before the magic happens, from system design to organizational readiness.
You'll learn:
- Why semantic layers are foundational to AI-native analytics
- What context you need to structure upfront for accurate, relevant answers
- The agentic workflows that can automate insight generation and data tasks
- How to design a reinforcement feedback loop to improve responses over time
- The types of agents worth deploying - from query rewriting to insight validation
Whether you're modernizing a semantic layer, piloting GenAI use cases, or building a long-term architecture, this guide offers a clear and actionable blueprint.