Table grapes face increasing market pressure to produce quality products, and require a detailed traceable system for the origin of the product and its quality factors mainly, the treatments and the conditions that have occurred during the production phase. IMAGE SENSE is a Farm Management information System (FMIS) developed with the use of Future Internet Technologies, for applying precision agriculture management for table grapes production. IMAGE SENSE has the ability for real time data recording from: installed field sensors, on the go sensors, UAV images (taken from drones) and external services. The recording of the manual operations is facilitated by a user friendly Android application and the web application is used for information processing, data projection and reporting.