Mine started after Covid too. The audiologist did some tests and found I have one ear having a section of frequencies with poor response.

His hypothesis is vascular damage due to Covid restricted blood supply to the hairs in that one part of the ear canal. The brain fills in the discontinuity from the resulting "notch filter" audio response (in Electrical Engineering terminology), and that hallucinated sound is the tinnitus.