Christopher Hallowell, 24, of Bath reportedly shot the owner of the North Pointe Farm and Garden on Route 15 just before 7 a.m.
According to Chief Deputy Todd Lyford of the Piscataquis County Sheriff's Office, Hallowell now faces a charge of attempted murder.
Lyford said the 29-year-old woman who was shot was taken to a hospital with non-life threatening injuries.
Hallowell took off after the shooting in his Ford Escape and crashed in Albion after a short police chase near the junction of Clark and Winslow roads, according to Stephen McCausland, spokesman for the Maine Department of Public Safety.
Hallowell crashed at about 8:15 a.m. while attempting to turn and ended up in a field, McCausland said.
He was taken into custody and transported to the Piscataquis County Jail.
A post on the farm stand's Facebook page says the business will be closed for the next two days.