AI Large-Model Wave and Transformation Guide

Oct 30, 2026 · Artificial Intelligence

Enterprise Knowledge Graph Implementation Step 6: Gray Release, Iteration & Long-Term Ops

This article details the sixth phase of enterprise knowledge graph deployment, focusing on gray release, iterative optimization, and long-term maintenance to prevent post-delivery decay. It prescribes a six-step workflow—business-involved pilot, weekly error attribution, automated incremental sync, versioned ontology/rules, quality dashboards, and quarterly value reviews—plus technical baselines for CDC, scheduling, monitoring, and backup validation.