The recommended frequency for changing air compressor filters is once a year, or every 8,000 hours of operation. However, certain factors might necessitate more frequent changes. These include improperly sized filtration, high oil carryover from compressor equipment leading to quicker filter saturation, and increased particulates due to pipe or equipment corrosion.