The Bharatiya Janata Party, which tried its best to woo AIADMK supremo late Jayalalithaa for an alliance in the last general elections but failed despite the rapport between Prime Minister Narendra Modi and former Tamil Nadu chief minister, is now exploring ways to strengthen its position in the southern state with an eye on the 2019 Lok Sabha elections.