The site at 242 Mansfield Ave. has also been used for parking for the nearby Xfinity Center.
The applicant is Solar Retail Norton.
A virtual community outreach meeting is scheduled for 5:30 p.m., Monday, on the plans.
Residents will have the opportunity to ask questions and receive answers from company representatives, according to Andre Arzumanyan, president of Solar Retail Norton.
Such outreach meetings are required by state law for marijuana business proposals.
Residents at town meeting in October approved a revised zoning bylaw for marijuana businesses that allows them to be located at the Mansfield Avenue site.
The location where pot businesses could be located had only involved the industrial district under a bylaw passed in May 2018 but that was expanded at town meeting in October.