AizoOn is an Italian company founded in 2005, operating within the Business Services industry, specifically in custom software and IT services. With an employee size ranging from 501 to 1,000, the company generated revenue of approximately 21.6 million USD. AizoOn engages in research and development, as evidenced by their publication on predictive models for industrial applications. This document discusses various types of predictive models, including full-, zero-, and partial-knowledge-based models, which are utilized to enhance production efficiency, product quality, and cost-effectiveness in sectors such as manufacturing, transportation, and energy. The review highlights the importance of predictive maintenance in preventing equipment failures and optimizing resource utilization, thereby reducing waste and costs. AizoOn's focus on predictive modeling reflects its commitment to leveraging data-driven approaches to improve operational outcomes in industrial contexts. The company’s expertise in this area positions it as a contributor to advancements in industrial applications through innovative software solutions.