Challenges to the Monitoring of Deployed AI Systems
ai monitoring software
Essential reading from NIST for anyone deploying AI systems: Challenges to the Monitoring of Deployed AI Systems - NIST.AI.800.4.
“As artificial intelligence (AI) is integrated into commercial and government applications, there is growing demand to monitor these systems after deployment; however, best practices, validated methodologies, and common terminology are nascent. Post-deployment measurement and monitoring are necessary (1) to validate that an AI system is operating reliably and as expected in real-world scenarios, (2) to track unforeseen outputs and drift, and (3) to identify unexpected consequences of integrating AI systems in new or changing contexts.”