Capital One apparently has no minimum age for Authorized User cards. You need not give the children the credit cards, just take their Priority Pass memberships when traveling.

The Venture X Priority Pass membership terms are here: https://www.capitalone.com/credit-ca...ty-pass-terms/

Bear in mind that the lounge, not the membership, determines how many guests are admitted. The membership terms only govern how payment is made for guests.