[1] Founded in 2020, the team is under the jurisdiction of the Philippine Football Federation (PFF), while being managed similar to a professional club.

The team won their first match, 1–0, against Green Archers United, but ultimately finished 3rd and failed to qualify for the semifinals.

ADT played their first-ever PFL match on October 28, 2020, at the PFF National Training Center, where they lost to defending champions United City, 1–0.

In the group stage they thrashed Mendiola 1991 9–0, their biggest-ever victory, and narrowly won 2–1 in the semifinals against Stallion, setting up a final with Kaya-Iloilo, where they lost 1–0.

Mathew Custodio and Ivan Ouano went to United City, Sandro Reyes, Oskari Kekkonen, Mar Diano, and Quincy Kammeraad departed for Kaya, Troy Limbo and Kainoa Bailey went to Stallion Laguna, while Christian Rontini became the first player of the club to transfer overseas, going to Penang in the Malaysia Super League.

The new-look club, as preparation for the 2022 Southeast Asian Games, participated in the 2022 Copa Paulino Alcantara, bringing in reinforcements such as Scott Woods, Jaime Rosquillo, and Mateo Alegre, as well as hiring experienced coach and former Azkal Norman Fegidero.

[16][17] The club ended up with two wins, one draw, and three loses, finishing fourth but having to forfeit their semifinal slot due to their commitments in the ASEAN competition.

With Schrock maintaining a playing coach role and acting as captain, the club impressed despite the players' young ages.

On 23 May 2023, ADT announced its withdrawal from the PFL, forfeiting its remaining games in the season due to unspecified "recent events".