It's an easy solution, the throttle plates scratches inside the throttle body because it's dirty of carbon and the scratch you hear is friction. The friction delayes the pedal response. If it's not dirty, it's something related to the maf sensor that doesn't calculate the amount of air correctly. Can be dirty too. Something as easy as a new filter will prevent to happen again for another 2 years.