Spokesman David Procopio says it happened Monday near Logan International Airport's "cab pool" area in East Boston.
Police say several people were injured, some seriously.
Video of the scene showed a white cab with front end damage at rest against a building and near some picnic tables. The vehicle is surrounded by debris. Rescue crews loaded at least one person into a stretcher.
Procopio says the cause of the crash is under investigation.