All the air in potato chip bags is actually Nitrogen. It preserves the crispness and provides a useful cushion during shipping.
The cushion actually is nitrogen gas. Chip manufacturers fill bags with this preservative gas to help keep chips fresh. If it were filled with regular air, the chips would likely turn soggy and spoil.