Data Bricklaying Diary

Oct 17, 2026 · Artificial Intelligence

Why AI Demos Succeed But Production Fails: The Business Capability Contract Gap

The article explains why AI models that impress in demos often fail in real business processes, introducing the Business Capability Contract that defines service objects, availability timing, output nature, evidence sources, responsibility roles, and closed-loop acceptance to bridge the gap between model outputs and executable business actions.