Pump maintenance data associated with each of plural components of each of plural frac pumps of each of plural frac pump transports of a frac fleet is accessed. The pump maintenance data includes usage data of plural well completion operations performed by the frac fleet. The usage data indicates actual component life intervals of each of the plural components and corresponding operating conditions. The pump maintenance data is analyzed to generate a maintenance prediction model that is configured to output for each of the plural components, a predicted component life interval as a function of an operating condition. A current operating condition corresponding to a current well completion operation of the frac fleet is accessed. The maintenance prediction model is applied to generate the predicted component life intervals for each of the plurality of components of the frac fleet based on the current operating condition.