Intelligent Document Retrieval System
The client, a prominent financial services firm, required an advanced document retrieval system to enhance their research capabilities. Traditional keyword-based search methods were inefficient and often failed to retrieve the most relevant documents. The solution involved integrating Generative AI (GAI) applications with vector databases to enable semantic search.
Real-Time Fraud Detection System for Financial Services
The client, a major financial institution, needed to enhance the observability of their real-time fraud detection system. The existing system lacked robust logging, metrics, and tracing capabilities, making it difficult to monitor and troubleshoot ML models effectively. The solution involved implementing Loki for logs management, Prometheus for metrics, and Jaeger for distributed tracing.
Custom Chatbot for Customer Support
The client, a major e-commerce platform, required a sophisticated chatbot to handle customer inquiries and support requests. The existing system relied on rule-based responses, which were inadequate for addressing the wide range of customer queries. The solution involved fine-tuning a Large Language Model (LLM) to create a highly responsive and intelligent chatbot.
