Data Bricklaying Diary

Sep 26, 2026 · R&D Management

Why Your Enterprise AI Sits Unused: From Deployment to Value Operations

This article analyzes why employees abandon enterprise AI tools after launch, presenting a three-level adoption framework and a six-barrier diagnostic table, then details practical steps—embedding AI in workflows, building verifiable trust, clarifying accountability, training for independent judgment, and tracking a metrics scorecard—to iteratively validate real productivity gains before scaling.