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Home » Reasons AI in finance tends to falter and potential solutions
AI in Finance

Reasons AI in finance tends to falter and potential solutions

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Enhancing Financial Functions with AI: A Strategic Approach

The Challenge of AI Initiatives

In today’s rapidly evolving business landscape, many AI initiatives begin with exciting technology or innovative use cases. However, these projects often falter due to a lack of focus on addressing immediate and measurable commercial challenges. To maximize the benefits of AI, it is crucial to align these initiatives with tangible business needs.

Starting Small, Thinking Big

The most successful financial functions typically start with small, deliberate steps. By leveraging real operational data and listening to customer concerns, organizations can build effective AI solutions that address pressing issues. Whether improving request recovery times, streamlining dispute resolutions, or enhancing reconciliations, the goal is to generate visible results quickly.

The Importance of Early Wins

Achieving quick wins is essential for fostering confidence in AI initiatives. These initial victories not only build trust among stakeholders but also create the momentum necessary for broader implementation. Demonstrating measurable improvements from the outset can significantly ease the transition to more advanced AI solutions.

Case Study: A Global Manufacturer’s Success

A prime example of this approach is a global manufacturer of building materials that partnered with IBM Consulting® to address a daunting backlog of over 1.2 million customer requests annually. By utilizing actual operational data, we crafted a coordinated set of AI-powered agents to sort requests, assess financial risks, and automate updates to their business resources planning (ERP) system.

Significant Improvements Achieved

This strategic implementation led to an impressive 60% increase in request resolution effectiveness. The impact was not just on efficiency; it also resulted in faster deliveries and measurable cash flow improvements. Such enhancements are invaluable for businesses striving to maintain competitive advantages in today’s market.

Reducing Days Sales Outstanding (DSO)

As a direct consequence of these improvements, the global manufacturer experienced a substantial reduction in their Days Sales Outstanding (DSO) within the same financial year. This metric is crucial as it measures how quickly a company can collect cash from credit sales, influencing overall financial health.

Conclusion: The Future of AI in Financial Functions

In conclusion, the journey towards integrating AI in financial functions should begin with a clear focus on overcoming specific business challenges. By starting small, achieving early wins, and using real data, organizations can incrementally build effective AI strategies that yield significant results. Embracing this thoughtful approach can forever change how businesses interact with technology and manage their financial operations.

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Broadridge Acquires Stake in DeepSee, a Utah-Based AI Startup Focusing on Automated Agents for Financial Services.

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The impact of AI on financial trading and investment approaches.

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MAS suggests regulatory adjustments to streamline dual listings on SGX and Nasdaq.

January 12, 2026

MoonPay and Strike withdraw from the Hungarian cryptocurrency market due to regulatory shifts.

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Fintech startup Skydo receives final approval from RBI for international payments

January 9, 2026
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