Investigations have so far indicated that Tauseef and other conspirators gathered at the residence of his cousin, Nishu Khan, to plan the killing. Police allege that after the murder, Tauseef and Nishu, who is physically disabled, fled in Nishu’s vehicle, accompanied by his caretakers. Both men reportedly have criminal histories. Tauseef has previously been booked under the Narcotic Drugs and Psychotropic Substances (NDPS) Act, Arms Act, and attempted murder charges. He was released on bail in 2024. Nishu, on the other hand, has pending cases related to extortion and firearms offences. He had sustained a spinal injury in 2023 following a personal dispute.