The music and financial industries currently allocate billions of dollars in advances to musicians and for acquiring music catalogs. This process involves extensive negotiations and analysis, often requiring months of collaboration among teams to project future revenues. This manual, time-intensive process is not only costly but also prone to errors. A slight miscalculation in forecasting can lead to losses amounting to millions. For artists, miscalculating the value of their music can lead to long-term bad record deals.