American Airlines is trying to win back American corporations. The carrier missed out on $1.5 billion in revenue last year in a failed bid to overhaul how it competes for business travel.

The new flights to Chicago will be operated using Embraer 175 aircraft and join American’s existing nonstop routes from Chattanooga to Charlotte, Washington D.C., Dallas-Fort Worth and seasonal ...