Real-world predictive maintenance is harder than lab benchmarks suggest—even strong models fail on subtle faults in actual aircraft data, and the dataset's class imbalance and cross-aircraft variance are critical challenges developers must address.
Pneuma is the first public large-scale benchmark dataset for aircraft predictive maintenance, containing over 920 million time series measurements from real commercial aircraft.