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Diagrams · Legal & Compliance

AI Data Governance Lifecycle Map

Visualize AI Data Flow & Controls

LGL-D-017v1.0Beginner · 40 minUpdated 2026-08-06

Overview

Visualize the journey of data through your AI systems, from initial collection and preparation to model training, deployment, monitoring, and eventual deletion. This diagram emphasizes where governance controls should be applied.

Purpose

Use this to understand, communicate, and optimize your AI data governance strategy by mapping data flows and control points visually.

Why it matters

A clear visual map simplifies complex data flows, highlights potential risk areas, and facilitates collaboration between technical and compliance teams for robust AI governance.

Unlock the full playbook

The step-by-step instructions, AI companion prompt, worked example, common mistakes and downloadable files are available to members.

When to use it

When designing new AI systems, onboarding new team members, or reviewing existing data governance processes.

Tags

  • data-lifecycle
  • ai-governance
  • visual-map
  • process-flow
  • compliance-path
  • data-strategy

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