
GUIDE
The Ultimate Guide to Evaluating Data Lineage for AI-Native Governance
21 questions to assess data lineage – and the gotchas to watch out for.
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INSIDE THE GUIDE
Inside the guide
21 questions to give you confidence and direction.
Evaluate lineage across 4 dimensions, so you can make the best decision for your team and your tech stack.

The Problem
The Problem with Traditional Lineage
AI systems understand language but not your business meaning – and that context gap is why most AI pilots never make it to production. AI-era governance demands lineage that can trace training data, detect semantic drift, and automatically enforce policies across your entire data estate. This guide tells you how to pinpoint those capabilities.
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Our Approach
Core Lineage Capabilities
Foundational technical requirements
AI Context & Provenance
Emerging requirements for AI deployment
Extensiveness & Integration
Coverage for your entire data estate
Governance Activation & Outcomes
Ability to drive real governance outcomes














