A method includes receiving sensor data pertaining to each of multiple plants in a growing area from a mobile sensory platform that includes (i) a propulsion system configured to move the mobile sensory platform along a ground of the growing area and (ii) multiple sensors configured to capture the sensor data associated with the multiple plants. The method also includes processing the sensor data using a predictive model to identify one or more issues affecting at least one of the plants. The method further includes generating a graphical user interface that includes a graphical representation of the growing area. In addition, the method includes identifying, using one or more markers in the graphical representation of the growing area, one or more locations of the at least one of the plants having the one or more issues. The sensor data includes information about a three-dimensional structure of each of the plants.