Computer programming services for commercial analysis and reporting; Consulting services in the field of software as a service (SAAS); Design and development of computer software for data benchmarking, customer behavior analysis, predictive analytics, churn predictions ; Platform as a service (PAAS) featuring computer software platforms for implementing and optimizing machine learning solutions for specific business outcomes ; Platform as a service (PAAS) featuring computer software platforms for customer behavior analysis, predictive analytics, and personalized recommendation systems using machine learning models; Software as a service (SAAS) services featuring software for analyzing benchmarking data and customer churn predictions ; Software as a service (SAAS) services featuring software for for implementing pre-built machine learning models; Software as a service (SAAS) services featuring software for machine learning-based data analysis, customer behavior prediction, and operational optimization; Software as a service (SAAS) services featuring software using artificial intelligence (AI) for customer behavior analysis, predictive analytics, and personalized recommendation systems using machine learning models