The incident happened in Keal Avenue, in the Blairdardie area of the city, at around 10.30am on Saturday.
Police are following a positive line of enquiry.
A Police Scotland spokesperson said: “Two men, aged 41 and 39, have been taken to Queen Elizabeth University Hospital with serious injuries.
“The incident was contained and there was no risk to the wider public. Enquiries into the circumstances are ongoing.”