Artificial Intelligence (AI); Financial Covenant Monitoring; Compliance Management; Non- Banking Financial Companies (NBFCs); Green Finance; Risk Management
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A Comparative Study of Ai-Driven and Traditional Approaches to Financial Covenant and Compliance Monitoring at Mufin Green Finance
Abstract: This study looks at how AI-driven financial covenant and compliance monitoring stacks up against traditional methods used by Mufin Green Finance, a leading non-banking financial company in India’s green finance sector. Traditionally, covenant checks depend on manual reviews, periodic audits, and rule-based systems. These processes can be slow, require a lot of labor, and are often delayed by human error. With the rise of machine learning, natural language processing, and …
Published in NOLEGEIN Journal of Information Technology & Management · Vol. 9, Issue 1, 2026 · pp. 8–16 Read article