| CPC G07C 5/006 (2013.01) [G05B 23/0243 (2013.01); G06F 30/27 (2020.01); G07C 5/008 (2013.01); G07C 5/0825 (2013.01); G07C 5/0833 (2013.01)] | 18 Claims |

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1. A system comprising:
a maintenance task input unit configured to generate a plurality of input data groups, wherein the plurality of input data groups correspond to a maintenance task performed on a component of a vehicle, wherein each of the plurality of input data groups corresponds to a different format of a plurality of formats, and wherein the maintenance task input unit comprises one or more of a keyboard, a manual input peripheral device, a camera, a microphone, or any combination thereof; and
one or more processors communicably coupled to the maintenance task input unit, the one or more processors are configured to:
obtain the plurality of input data groups from the maintenance task input unit;
identify a particular format of the plurality of formats for each of the plurality of input data groups;
generate a plurality of intermediate representations corresponding to each of the plurality of input data groups, wherein the plurality of intermediate representations are based on the particular format for each of the plurality of input data groups;
modify the plurality of intermediate representations corresponding to each of the plurality of input data groups to provide a plurality of model inputs, wherein each of the plurality of model inputs are modified to have a common format; and
evaluate the plurality of model inputs with a maintenance system artificial intelligence modeler, wherein the maintenance system artificial intelligence modeler compares the plurality of model inputs to a completed maintenance task; and
determine a sufficiency assessment of the maintenance task.
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