Thesis Machine Learning builds deep-learning-driven index methodology for thematic index providers, custom-index firms, and ETF issuers. Its Thematic Intelligence Infrastructure analyzes a provider's existing thematic indices and builds a rules-based composite index that rotates toward themes with more favorable relative risk, using proprietary Deep Learning Risk Scores. The resulting index can be licensed into an ETF or other product structure while the provider keeps its brand, governance, and underlying benchmark IP.