AI transformation is not about buying a few tools; it is a systematic upgrade of organizational capabilities.
AI transformation is not about buying a few tools; it is a systematic upgrade of organizational capabilities. This article draws on our hands-on experience serving more than 3,000 enterprise clients.
The four steps of AI transformation: unify understanding, pilot scenarios, build a platform foundation, and roll out comprehensively. Each step has its milestones.
Enterprises need an AI foundation: unified model access, unified knowledge management, and unified permission governance.
The biggest pitfall is departments working in silos and making duplicate purchases; enterprise-level AI planning must come first.
Digital transformation has no standard answer, but there is one iron rule: first get one scenario running and producing results, then talk about full rollout.