Tip: When is the best time to buy a new car in Baton Rouge Louisiana? Great Question, and very hard to really answer, because dealerships are constantly changing their inventory and trying to keep their inventory fresh and turn over high. Waiting until the end of the year will usually mean less inventory for you to choose from but that sometimes means nobody wanted those particular vehicles and the dealer will be eager to get them off his lot.