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

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

Authors

Publication Details

Journal
International Journal of Science and Research (IJSR)
Published
2025-05-05
DOI
https://doi.org/10.21275/sr25501081913
Primary Topic
Advanced Computational Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

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

Ganesh Shankar Sargam
International Journal of Science and Research (IJSR)
Advanced Computational Techniques and Applications
article

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

Ganesh Shankar Sargam
article en

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

International Journal of Science and Research (IJSR)Vol. 14(5)
Openalex Percentile: Top 96%
Advanced Computational Techniques and Applications
DOIOpen Access PDFOpenAlex
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The Future of AI-Native SaaS Products on AWS: Architectures, Challenges, and Opportunities — Ganesh Shankar Sargam · International Journal of Science and Research (IJSR) (2025) | TGRS Research Map | TGRS