This paper presents a novel virtualization framework for IAQ monitoring that reduces sensor deployments through adaptive modeling, maintaining high accuracy with scalable, cost-effective performance, and has been part of IEEE DCOSS-IoT 2025 (International Conference on Distributed Computing in Smart Systems and the Internet of Things).