The derivatives market is a cornerstone of finance, but it presents significant challenges, particularly in managing the vast amount of complex and diverse documentation required for options, calls, and notes. Financial institutions must manually process a multitude of term sheets, each with unique structures and intricate details essential for accurate trade execution and client confirmation. This manual data extraction is time-consuming, error-prone, and operationally inefficient. The traditional reliance on individual Excel Macros exacerbates these issues, as each new client introduces unique formatting challenges, making scalability difficult.