Compressors of inverter aircons run continuously whereas non-inverters' will switch off when the temperature is below the set temperature. The non-inverter's compressor will switch on again when the temperature goes up. This switching on and off is why non-inverter aircons consume more electricity (thanks ah boy for the tip!)
Not entirely sure here but I don't think non-inverter aircon servicing is more expensive.