AIDE-Score: A NIST AI RMF-Aligned Multi-Dimensional Evaluation Framework for Enterprise AI-Based Intrusion Detection Systems

This research introduces AIDE-Score, a novel multi-dimensional evaluation framework for enterprise AI-based Intrusion Detection Systems (IDS) aligned with the NIST AI Risk Management Framework (AI RMF). The framework extends traditional performance metrics by incorporating explainability, robustness, fairness, security, and governance into a unified assessment methodology. AIDE-Score provides organizations with a practical and standardized approach for evaluating the trustworthiness and operational readiness of AI-driven IDS in enterprise environments.