Various embodiments of the present technology relate to solutions for hydrocarbon equipment monitoring. In some examples, a detection system comprises a compute engine, a gimbal, a sensor suite, and an imaging system. The compute engine generates signaling that directs the gimbal to orient the imaging system, signaling that directs the imaging system to image the equipment, and signaling that directs the sensor suite to sense the equipment. The gimbal orients the imaging system based on the signaling. The imaging system images the equipment and transfers images depicting the storage equipment to the compute engine. The sensor suite senses the equipment and transfers sensor data that characterizes the equipment to the compute engine. The compute engine processes the data with a machine learning engine trained to determine the status of the equipment. The compute engine transfers a machine learning output that indicates the status to a downstream system.