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Research Paper | Information Technology | United States of America | Volume 14 Issue 5, May 2025 | Rating: 6.6 / 10
The Future of AI-Native SaaS Products on AWS: Architectures, Challenges, and Opportunities
Ganesh Shankar Sargam
Abstract: The rapid evolution of Artificial Intelligence (AI) is transforming Software-as-a-Service (SaaS) offerings, enabling intelligent, automated solutions. This paper examines architectural patterns for AI-native SaaS on Amazon Web Services (AWS), key challenges in model deployment and maintenance, and emerging opportunities in generative AI and edge computing. We present reference architectures using AWS AI/ML services and discuss best practices for multi-tenancy, cost optimization, and compliance.
Keywords: AI-native SaaS, AWS, cloud computing, machine learning, multi-tenant architectures
Edition: Volume 14 Issue 5, May 2025,
Pages: 134 - 138