The Future of AI-Native SaaS Products on AWS: Architectures, Challenges, and Opportunities
Ganesh Shankar Sargam · International Journal of Science and Research (IJSR) · 2025
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