AI Time Journal

Vasili Triant — Why AI Is Replacing CRM Layers, Not Enterprise Systems

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AI is reshaping enterprise customer experience by replacing redundant CRM layers rather than core business systems. As AI evolves from front-end automation to real-time orchestration across systems, companies shift toward unified agent workflows. This structural transformation eliminates intermediary software layers while maintaining essential enterprise infrastructure, creating more efficient, integrated operations.