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Michael Y Ni on Muck Rack

Michael Y Ni

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Articles

Beyond Data Inventory: Catalogs to Context Engines as Decision Infrastructure

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By Michael Y Ni, R "Ray" Wang, Holger Mueller
| Constellation Research
Enterprise data catalogs solved a critical problem. They helped organizations discover data, understand ownership, establish governance, and improve trust. For most enterprises, those challenges remain far from solved, however. In fact, if you look at customer conversations today, the majority are still focused on finding data, improving data quality, documenting lineage, and increasing adoption of governance programs. Now a new challenge is emerging.
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Why AI Governance Must Move Beyond Data Governance

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By Michael Y Ni, R "Ray" Wang
| Constellation Research
Enterprise AI governance has crossed a line. For years, governance in the data, analytics, and AI stack has centered largely on the data layer: access, lineage, classification, quality, ownership, and trust. Enterprises have also governed applications, APIs, workflows, and production systems. Those controls were designed for deterministic software, however—not for probabilistic agents that can reason, retrieve context, invoke tools, and dynamically choose execution paths.
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Databricks' Bid To Become the Center of Gravity for Enterprise Data and AI

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By Michael Y Ni
| Constellation Research
After dozens of conversations with customers, partners, and Databricks executives at this year's Data + AI Summit, I kept coming back to one question: What do these announcements collectively tell us about where enterprise data platforms are heading? Plenty of event recaps cover the product announcements. I’ll cover the more interesting story of the architectural direction they reveal.
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