Non-downloadable software as a service (SaaS) platform featuring proprietary data tools, athlete scoring algorithms, machine learning models, and large language model (LLM)-based analytics for generating performance and investment-readiness scores; software for evaluating, ranking, and forecasting athlete potential based on NIL marketability, branding metrics, behavioral data, and financial performance; includes simulation and gamification engines for use in professional sports scouting, training environments, digital twin applications, gaming consoles (e.g., PS5, XBOX), and virtual or augmented reality platforms including the metaverse; designed for integration into third-party video games, recruiting systems, NIL marketplaces, and athlete performance ecosystems.