Artificial Intelligence (AI) has become a cornerstone of digital transformation across industries. The promise of AI to revolutionize business operations, boost efficiency, and unlock new value propositions is widely accepted. Yet, organizations such as large enterprises, SMEs, and even startups are facing a growing dilemma: the proliferation of AI tools, platforms, and solutions has created an overwhelming ecosystem. This dilemma often leads to tool fatigue, integration nightmares, and fragmented AI strategies that hinder rather than help achieving tangible business impact.