Derive by Derive is a cyber risk quantification (CRQ) tool that provides high-fidelity risk insights tailored to dynamic business landscapes. It offers clear exposure and cost metrics, defensible decision evidence, instant analysis, and versatile reporting for stakeholders. Derive integrates real-time data to ensure continuous business resilience by adapting to the evolving cybercrime landscape, accommodating emerging technologies, and accounting for the expanding role of AI and LLMs.