Description: A KPI framework (Key Performance Indicators) is a structured approach to defining and measuring indicators that are crucial for evaluating the performance of an organization or project. These indicators allow businesses and teams to set clear and quantifiable goals, facilitating informed decision-making. A KPI framework not only focuses on data collection but also involves interpreting this data in the context of the organization’s strategic objectives. By implementing a KPI framework, organizations can identify areas for improvement, optimize processes, and align their efforts with corporate vision and mission. This approach is essential in various areas, including AI ethics, where KPIs can be established to measure the social impact and transparency of artificial intelligence systems. In project management, KPIs help monitor progress and quality of development. In automation and monitoring, KPIs allow for evaluating the efficiency of automated processes. In behavior-driven development, KPIs are fundamental for measuring user satisfaction and compliance with requirements. BI (Business Intelligence) tools use KPIs to transform data into useful information, while in process management, KPIs are vital for continuous improvement and workflow optimization.