Tervon Moore, 17, Keith Lockhart, 18, and Justin Hearon, 17, are all charged with robbery or attempted robbery.
Police issued an alert about the robberies earlier this week and a pizza restaurant owner alerted investigators after noticing a phone number placing an order matched one on that alert.
An undercover police officer, posing as a pizza delivery worker, was able to make the arrests with the help of some backup.