The client specializes in investment fund analysis. The software processes various document formats and generates custom financial reports, tables, and diagrams for analysts. The main challenge was analyzing 100+ page documents while ensuring consistent results across prompts without using Retrieval-Augmented Generation (RAG). We fine-tuned the model for long-document comprehension, optimized prompts, and developed parsing techniques to maintain context.