Present day mobile networks are evolving towards heterogeneous overlaying infrastructure. Traditional handover decisions that are mainly based on signal strength are not sufficient to provide ubiquitous and seamless mobility across heterogeneous networks. Intelligent handover decision is needed so that users can select the best option available from diverse networks and services as per their requirements. The decision mechanism is also needed to realize multimode functionality in current and future multimode mobile devices that will enable user applications to use multiple radio interfaces simultaneously and to switch between active interfaces based on application requirements and interface capabilities. This paper introduces a context-aware vertical handover decision model suitable for heterogeneous networks environment based on the Analytic Hierarchy Process (AHP) method. It illustrates the whole mechanism starting from grouping and matching of relevant contexts in the AHP model to the application management based on the handover decision. Award: Outstanding Paper Award in ICNEWS 2006.