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Home ยป A Perspective on the AI Roadmap for Financial Services
AI in Finance

A Perspective on the AI Roadmap for Financial Services

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Harnessing AI in India’s Financial Services: Trends and Governance

By Ashvin Parekh, Director Partner, Ashvin Parekh Advisory Services LLP

AI Adoption in Financial Services: A Leading Edge

India stands as a global frontrunner in the adoption of artificial intelligence (AI) within financial services, including banking, fintech, and insurance. Recent surveys indicate that over 30% of Indian companies are actively evaluating the value of AI. The banking and software sectors are leading the charge, leveraging AI for vital functions such as customer interface management, credit risk assessment, fraud detection, and process optimization. India’s digital adoption rate is exceptionally high, with 87% engagement compared to a global average of 64%, highlighting the robust digital foundation of the country.

Government Support and Regulatory Frameworks

The Indian government has provided substantial support and regulatory encouragement for AI in banking. The Reserve Bank of India (RBI) has been instrumental in fostering digital adoption. With collaboration from decision-makers, India has established innovation hubs and centers of excellence. Initiatives such as the India AI Mission and Digital India Bhashini focus on indigenous AI models and linguistic technologies, enhancing the accessibility of AI in financial services. Comprehensive guidelines governing algorithmic trading, robo-advisors, and digital loans further aid the development of the sector.

Strategies for Effective AI Adoption in BFSI

This article delves into strategies for deeper and more comprehensive AI integration across the BFSI sector. It highlights the critical need for a solid governance framework and essential ingredients for structured growth in AI applications. A structured approach can significantly mitigate risks associated with AI deployment.

Aligning AI Initiatives with Business Objectives

To facilitate AI adoption, companies should first align their AI initiatives with business objectives such as revenue growth, risk management, and enhanced customer experience. Measurement frameworks must be established to assess the impact of chosen use cases. A survey by the Bank of England indicates that internal cybersecurity and fraud detection are among the most optimized use cases in BFSI. Notably, a significant percentage of industry respondents have leveraged third-party implementations, reflecting the strong growth in India’s software engineering and entrepreneurial ecosystems.

Evaluating the Materiality of AI Use Cases

According to the same survey, the materiality of AI applications is categorized by quantitative metrics such as market exposure and customer reach. Qualitative assessments are equally important, as they influence commercial decisions and the financial performance of firms. Alarmingly, while 62% of reported use cases were of low materiality, high-impact use cases are predominantly observed in risk management and retail banking.

Governance and Accountability in AI Implementation

Governance frameworks for AI adoption are crucial, with the survey revealing that the most common approach involves appointing dedicated AI executives. Prospective frameworks should prioritize data governance and ethical considerations. However, over-reliance on data science teams for ethical compliance poses a risk, necessitating a balanced approach between internal data usage and customer needs.

Conclusion: A Structured Path for AI Integration

In conclusion, deepening AI adoption within the BFSI sector requires a structured, comprehensive approach. Establishing a dynamic framework to assess use case materiality is essential, along with transitioning from low-impact to high-impact initiatives. Firms must cultivate awareness of AI technologies and ensure accountability for their implementation. Only through these concerted efforts can companies truly harness the power of AI to optimize their operations and service offerings.

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July 11, 2025

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