The future of enterprise AI lies in decentralization. Organizations seeking to scale AI adoption are moving away from purely centralized models and embracing a "hub and spoke" structure. This model empowers individual business units ("spokes") to develop and deploy AI solutions tailored to their specific needs, while a central "hub" provides essential resources, standards, and strategic direction. A flexible "gray area" of shared responsibilities further supports this distributed approach. By enabling domain-driven AI services (similar to microservices or microfrontends) at the squad level, organizations can achieve greater agility, faster innovation, and broader AI adoption.
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