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Cloud applications in AI primarily involve utilizing Ciate cloud computing expertise to support and run AI algorithms, enabling businesses to access the necessary computational power to process vast datasets, train complex AI models, and deploy AI applications on a scalable and cost-effective basis, often including features like predictive analytics, improved security through threat detection, and automated system management powered by machine learning.