---
title: "The Ultimate Guide to Evaluating Lineage for AI-Native Governance"
url: "https://atlan.com/resources/data-lineage/"
description: "Data lineage captures, traces, and activates context across your data estate, making it essential to AI success. Get 21 questions to assess the right platform, and gotchas to watch out for."
keywords: "atlan, data lineage, AI"
---

> Atlan is hosting Context Conference, bringing together the leaders and builders at the frontier of giving AI the context it needs to understand their business. It runs online on October 28, 2026, from 11:00 AM to 2:00 PM ET. Atlan co-founder Prukalpa Sankar opens and closes the day. Leaders from AstraZeneca, BNY and Verizon share why they invest in context and what they get from it. Registrants get early access to The AI Context Gap, a new study from MIT Technology Review Insights. Register: https://atlan.com/context-conference/

Guide (gated ebook): The Ultimate Guide to Evaluating Data Lineage for AI-Native Governance. 21 questions to assess data lineage - and the gotchas to watch out for. Download it through the form on the page: [https://atlan.com/resources/data-lineage/](https://atlan.com/resources/data-lineage/).

Trusted by leaders (logos shown): Nasdaq, Medtronic, Affirm, Workday, General Motors, Purple, Urban Outfitters.

## Inside the guide

Discover the key questions and watch-outs for assessing data lineage.

1. **AI lineage. What does AI lineage actually look like?** Why lineage is necessary for proving AI systems are accurate and trustworthy.
2. **AI defensibility. Lineage is the backbone of AI defensibility:** how lineage powers AI-critical use cases, from drift detection to impact analysis.
3. **3 variables. 3 variables that define AI-ready data lineage:** evolving data lineage from documentation to infrastructure.
4. **21 questions. 21 questions for data lineage - and gotchas to avoid:** the questions to ask, why they matter, what to look for, and what to avoid.
5. **Business value. How data lineage drives business value:** practical use cases from CME Group, DigiKey, and HelloFresh.
6. **AI-native governance. From lineage to AI-native governance:** the platform approach to activating lineage to power AI at scale.

## 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 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.

## The solution: our approach (the 4 dimensions)

- **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.

## Preview the book

Contents: Introduction; Chapter 1, Core Lineage Capabilities; Chapter 2, AI Context & Provenance; Chapter 3, Extensiveness & Integration; Chapter 4, Governance Activation & Outcomes; Chapter 5, Real-World Use Cases.

## Related resources

- [The Data Catalog Primer for Enterprise AI](https://atlan.com/resources/data-catalog-primer/) (guide): how data catalogs have evolved over the years and how AI will accelerate it.
- [Guide to Evaluating a Data Catalog](https://atlan.com/resources/ultimate-guide-evaluating-data-catalog/) (guide): what to look for in a next-gen data catalog built for AI speed and scale.
- [Magic Quadrant for D&A Governance Platforms](https://atlan.com/gartner-magic-quadrant-data-governance-2026/) (report): why Gartner named Atlan a Leader in D&A governance solutions.
- [Magic Quadrant for Metadata Management Solutions](https://atlan.com/gartner-magic-quadrant-metadata-management-solutions-2025/) (report): Gartner recognized Atlan as a Leader in metadata management solutions.
- [The State of Enterprise Data & AI](https://atlan.com/know/state-of-enterprise-data-ai-2025/) (blog): insights from 550+ data leaders on AI and context readiness in modern tech stacks.
- [Shift-Left Timeline for Governance by Design](https://atlan.com/know/regovern-shift-left-governance-guide/) (blog): industry leaders like GM are embedding governance from the start.