Pakistani intelligence believes that Brahamdagh Bugti, the grandson of the slain tribal leader who resides in exile in Switzerland, currently leads the BLA. Some Pakistani analysts view the BLA as essentially a continuation of the earlier Baloch separatist movement in Pakistan that initiated in 1973.

Pakistani security experts and analysts have suggested that the Soviet KGB and the Iraqi Intelligence were instrumental in forming the BLA. During the Cold War, Pakistan aligned with the United States, and the Baloch separatists launched an insurgency with Soviet aid.

A significant cache of weapons and ammunition was discovered by Pakistani intelligence inside the Iraqi embassy in Islamabad, ostensibly intended for Baloch separatists in Balochistan. Later, the police found more arms in different parts of the embassy, including 300 automatic rifles, thousands of rounds of ammunition, and communication equipment, branded with the Iraqi Foreign Ministry's logo and that of Iraqi Airways.

The crates were transported to Islamabad from Karachi via Pakistan International Airlines flights. Facing the scandal, the Iraqi Ambassador at the time attempted to place the blame on an Iraqi political attaché who was allegedly on vacation in Karachi. Following these events, Pakistan declared the Iraqi Ambassador and the political attaché personae non gratae and recalled its own ambassador from Baghdad.

The "Jang" newspaper reported the confiscation of 300 Soviet-made automatic rifles, 32,000 bullets, and 303 rifles, including 10,000 rounds. Radio Pakistan broadcast a program titled "Pakistan Awakened," which featured an eyewitness account of the weapons discovery at the embassy. The program included an interview with the Iraqi Ambassador, who denied any connection to the arms shipment.

He repeatedly asserted that the search of the embassy complex was a violation of diplomatic norms. Additionally, the program featured interviews with Arab journalists who stated to the station that the Iraqi people were not involved in the incident, and it was inconceivable for them to harm a fellow Muslim nation.

It is noteworthy that in 2004, the BLA embarked on a violent struggle against Pakistan seeking self-determination and independence for the Baloch people from Pakistan. On April 7, 2006, following multiple assaults on Pakistani security forces, Pakistan labeled the BLA a terrorist organization.

Under former Afghan President Ashraf Ghani, the BLA had camps in Afghanistan and many of its leaders resided in Kabul. However, after August 2021, the Afghan Taliban expelled the BLA from Afghanistan.

Meanwhile, the governments of the United States and the United Kingdom have designated the BLA a terrorist organization, lending international legitimacy to Pakistan’s military operations in Balochistan. On April 15, 2009, Baloch activist Brahamdagh Khan Bugti called on his fighters to start killing non-Baloch residents in Balochistan and instructed them to target civilians, leading to attacks on the Punjabi population and resulting in approximately 500 deaths.

After the dissolution of the Soviet Union, India began providing arms, training, and funding to the BLA. However, Pakistani experts believe India's support for the BLA is overestimated, as the organization has so far failed to significantly disrupt Pakistan's administration in Balochistan.

The BLA is secular in nature with a Sunni sectarian identity, which may be why it has recently developed a relationship with the Pakistani Taliban. Pakistani experts believe that both the BLA and the Pakistani Taliban have jointly conducted many operations against the Pakistani security forces in the near past.