AI projects fail when enterprises start with tools instead of architecture, data, security, and business goals. A practical AI modernization roadmap gives enterprise leaders a clear path from assessment to production. It connects business priorities with data architecture, application design, AI models, security controls, governance, and deployment. The roadmap must also account for legacy applications. […]