Facing the complexity of managing over 100 million data units annually for 450 companies in the booming financial sector, a leading Thai tech-enabled outsourcing firm found itself at a crossroads. The company's analysts grappled daily with a flood of complex data from various sources. Creating and updating data queries became a time-consuming ordeal, often leading to errors. Producing timely market reports and analyses grew increasingly difficult. As data inconsistencies crept in, accuracy concerns rose, compounded by stricter regulatory demands for transparency.

These issues threatened not just the company's efficiency, but its leading position in Thailand's competitive financial market. Recognizing the need for innovation, the company turned to Aitomatic and its DXA Factory to enhance its financial data management. This strategic move not only improved their internal processes but also positioned the firm to offer advanced financial solutions to other industrial companies across Thailand.

85%+

Accuracy

+40%

Performance Gain

50%

Faster Decision Making

The Problem

Rising Complexity and Efficiency
Bottlenecks Increase Financial Risk

Financial analysts faced mounting pressure as data complexity increased. Longer processing timesled to extended work hours and missed customer deadlines, straining the company's hard-builtreputation for timely, accurate analysis.

Clients expressed concerns about these delays, while more technologically advanced competitorsbegan to attract attention in the market. At the same time, new industry regulations introducedadditional considerations, further emphasizing their need for greater accuracy and transparency.

With these pressing issues in mind, the company recognized the need to innovate, focusing on threekey areas: enhancing data processing efficiency, addressing report backlogs, and meeting evolvingclient and regulatory expectations.

The Solution

Financial Analyst Agent with Highly Accurate,
Reliable, Deterministic Outcomes

Capturing Human Domain Expertise
‍DXAs enhanced the company's data management by capturing the experiential expertise of their human analysts, including key performance indicators, expert financial health assessments, and sophisticated market analysis techniques. This integration ensured that the agents' answers were accurate and contextually relevant, mirroring the insights of human financial experts.

‍Neuro-symbolic Architecture for Accurate, Reliable, Deterministic Outcomes
‍The DXA's innovative neuro-symbolic architecture overcomes the inconsistency and inaccuracy issues common in other AI agents, which rely on probabilistic inferencing. By combining neural program search with symbolic program execution, DXAs deliver deterministic and explainable outcomes, providing consistent and reproducible results crucial for regulatory compliance and client trust. Thanks to their advanced planning and reasoning capabilities, the agents autonomously handle complex, multi-step tasks. Continuously gathering inputs from various sources, including user input, internal state, external data, time-based triggers, and system performance metrics, the agents break down financial problems, execute solutions, and make optimal decisions. This approach significantly enhances efficiency and reduces the need for constant user intervention.

‍Continuous Learning and Adaptation
‍DXAs continuously learn from interactions with financial experts and refine their capabilities based on new data and scenarios. This ensures that Aitomatic remains at the forefront of financial data management, always improving and aligning with the latest industry standards.

The Results

Impressive, accurate, fast and fully compliant. Total game-changer.

Implementing DXAs led to 85% accuracy in handling complex financial queries and a 40% boost in productivity. Routine tasks were automated, allowing analysts to focus on strategic decision-making and client engagement. Additionally, the company saw significant improvements in market report reliability and the elimination of backlogs.

Adopting DXAs, the company captured a competitive advantage, reinforcing its position as a leader in AI-driven financial operations.

Accuracy

85%+

Performance Gain

+40%

Faster Decision Making

50%

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