The invention discloses a state judgment system and judgment method for AI recognition based on grouping patterns. The state judgment system comprises standard grouping patterns, a grouping learning set, an AI recognition device, a state verification platform and a logic management platform. The standard grouping pattern is formed by grouping a plurality of standard patterns, and each group comprises a plurality of patterns; wherein the grouping learning set is used for carrying out AI recognition learning according to each standard grouping pattern; the AI recognition device is used for recognizing a plurality of specific grouping patterns; and the state verification platform is used for receiving the state report of the AI recognition device with the specified number, obtaining the logicstate of the equipment with the corresponding number from the logic management platform and carrying out verification. The judgment method of the system is simple, the recognition speed is high, thehardware facility cost is low, installation, operation and maintenance of the AI recognition equipment are simplified to a great extent, and therefore it needs to be ensured that the correct key application operation environment is safer and more reliable.