I owe money to IRS, I filed extension yesterday using turbo tax. But the money has not been deducted yet.

Do I need to go to IRS website separately to make the payment? Turbotax asked me for routing number and account number and the tool says, my extension has been accepted.
I am worried that not if I make another payment using IRS, it would result in double payment.