Software as a service (SaaS) featuring Software for ingesting, organizing, enriching, and optimizing product information and metadata to provide a structured data layer to support artificial intelligence in commerce applications; Software for evaluating products using standardized scoring, analysis, and simulation to determine product suitability for AI-based recommendations; Software for creating and managing structured product data including attributes, use cases, exclusions, differentiators, and pricing for artificial intelligence reasoning; Software for generating and improving product data models, competitive analyses, metadata histories, and visibility analytics; Software for integrating structured product information with third-party commerce platforms and enabling automated systems and recommendation engines to access such information; Software providing feedback tools and analytics for improving product data quality, scoring outputs, and simulation results over time.