AI Large-Model Wave and Transformation Guide

Oct 28, 2026 · Big Data

AI Autonomous Data Governance: 5-Layer Architecture, 3 Autonomy Levels & Phased Rollout

This whitepaper defines AI-driven autonomous data governance with a five-layer architecture, three autonomy levels, and human-in-the-loop boundaries, detailing implementation scenarios, a DataGovernance-MLOps loop, phased rollout strategies, ROI metrics, organizational changes, and a retail case study showing 93% asset coverage and 68% ticket reduction.