The invention relates to the technical field of intelligent patrol inspection systems, in particular to an inspection system for batch missed inspection approval based on artificial intelligence, which implements inspection conditions of patrol related persons in a line assessment report, facilitates work evaluation and reward and punishment of the patrol related persons, reduces vigor of managers, reduces the mistakes and omissions, improves the efficiency, reduces misunderstanding and disputes, enables the patrol inspection system to be perfect, and improves the safety guarantee; the relatedperson on-job judgment unit is used for receiving plan of patrol related person and line assessment table, judging that line only has one patrol related person according to working condition of patrol related person, if only one patrol related person exists in the line, judging that the related person is identified as a missing person, and recording a judgment result in a line assessment report,and if one patrol related person exists in the line, forwarding the plan of the patrol related person and the line assessment report.