[key points]

Key points

• •AI exposes chaos in fragmented data environments and broken workflows during automation.
• •AI adoption is a cultural challenge, requiring education and communication to help staff understand how AI tools can support their work rather than replace it.
• •Adopting a platform-based approach is essential for scaling AI capabilities, standardizing on widely used enterprise systems.