The ISL franchisee, which is also co-owned by former India cricket captain Sourav Ganguly, has already identified four-five plots of land for the academy.
The franchise, though, is yet to "finalise on any particular plot for the academy", according to Goenka who met state chief minister Mamata Banerjee at the secretariat.
A detailed plan regarding the academy would be drawn up once the lot was finalised.
ATK won the ISL last Saturday when they defeated Kerala Blasters 1-0 in the final.