As organizations increasingly rely on artificial intelligence (AI) systems to drive decision-making and automate processes, the need for effective real-time monitoring has never been more crucial. Continuous oversight of AI applications ensures not only optimal performance but also compliance with regulatory standards and ethical guidelines. This a