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The Future of AI-Native SaaS Products on AWS: Architectures, Challenges, and Opportunities

Year: 2025
Type: article
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
Language: English
Open Access status: diamond
OpenAlex ID: W4410094645
FWCI:
Cites: 3
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Related to: 10