There’s more studies than controlled ones.
Sociological studies strongly suggest that masks do work.
For example, there was a recent study that compared COVID hospitalization rates of districts in Tennessee that had mask mandates vs those which didn’t and the areas with mask mandates had significantly lower disease spread.