Check fan wattage
Fan speed changes consumption, so use the setting you expect to run. A watt meter can give a better planning number than a generic estimate.
Estimate runtime
Usable battery watt-hours divided by average fan watts gives an approximate runtime. Account for inverter losses and reserve.