The rapid expansion of data-driven applications demands efficient and accessible tools for machine learning model development and business intelligence. This paper presents AI Analyst ULTRA — an interactive web-based data analytics platform that enables end-to-end automation of the data science workflow. The system accepts CSV datasets uploaded by the user, automatically performs data cleaning and preprocessing, delivers rich interactive visualisations, and applies multiple machine learning techniques including Regression, Clustering, and Anomaly Detection. AI-driven insights and business decisions are generated through integration with the Gemini API. The platform is evaluated on benchmark datasets and demonstrates strong analytical capability across diverse domains. The proposed platform lowers the barrier for non-expert users to apply machine learning and provides a reproducible, extensible baseline for automated analytics research.
M et al. (2026) studied this question.