Finance and Investment Banking - Lack of Industry - Specific AI solutions
by Preya Darsine S, Senthil Kumar N, Sowmi Shruthiksha K
Published: November 22, 2025 • DOI: 10.51244/IJRSI.2025.1210000341
Abstract
Existing workflows have been altered by the rapid adoption of Artificial Intelligence (AI) across businesses, yet there is a notable lack of industry-specific AI solutions in the finance and investment banking areas. Although Artificial Intelligence (AI) has shown promise in technology, handling risks, and data analytics, most current systems are based on generalist technologies that are unable to handle the particular intricacies of the financial industry. Specialized AI models designed for the industry are required to address issues including client-specific requirements, complex market behaviours, and regulatory compliance. This examines the effects of the lack of custom AI solutions, emphasizing errors, underutilized data, and lost opportunities for creativity. By looking at the drawbacks of flexible AI tools, we highlight how crucial it is to create focused AI applications in order to fully realize automation's potential, improve decision-making, and keep an edge over competitors in the quickly changing financial sector. In a rapidly AI-driven environment, closing this gap is essential for improving client outcomes, increasing operational efficiency, and assuring conformity to regulations.