The Future of Legacy Modernization: AI-Augmented Strategies in Healthcare and Finance

Authors

  • Sudharshan Kumar Ramayanam

DOI:

https://doi.org/10.22399/ijcesen.4278

Keywords:

Legacy Modernization, Artificial Intelligence, Regulatory Compliance, Cloud Transformation, Intelligent Automation

Abstract

Healthcare and financial sectors rely on critical operations, which rely on legacy systems where critical functions, such as claims processing and patient records, are performed. Although these systems have reliability, they usually do not cope with modern needs to scale and integrate clouds. The introduction of Artificial Intelligence and machine learning into the development of modernization methods is a groundbreaking strategy that will boost its performance, workflow improvement, and the shift to cloud environments. Modernization that uses AI is used to code-analyze, refactor, migrate data, and optimize processes and guarantee regulatory adherence to standards such as HIPAA, GDPR, PCI-DSS, and SOX. In medicine, AI can detect inefficiencies in the old systems and provide predictive analytics to provide better care to patients. In finance, it is used to improve fraud detection and simplify compliance processes. Such strategic alignment between legacy knowledge and AI possibilities gives companies the ability to expand infrastructure services plus speed up the process of digital transformation, improve the decision-making process, and provide more secure services. The strategy offers a process that enables a systematic movement of old systems into smart and adaptable platforms whilst striking a balance between innovation and stability in operations.

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Published

2025-11-13

How to Cite

Sudharshan Kumar Ramayanam. (2025). The Future of Legacy Modernization: AI-Augmented Strategies in Healthcare and Finance. International Journal of Computational and Experimental Science and Engineering, 11(4). https://doi.org/10.22399/ijcesen.4278

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Section

Research Article