AI Models and the Enterprise: How Integration Breaks or Holds

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Misbah Rehman, VP of Product Management & Compliance at Alkira, details how compliance works in startups. Rather than arriving with defined use cases, many enterprises are still trying to understand how AI fits into existing operations.

Rehman frames AI adoption as an operational and governance problem, not a technology experiment. As AI scales, governance and networking become the deciding layer between experimentation and production.

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