I have an old GTX 980 and to upscale a video clip from 720p to 1080p with Gaia HQ takes somewhere between 3-9 seconds per frame, so it can take 1,5 to 2 hours for me to process 30 seconds of video.
What’s the numbers for you guys with newer graphics cards?
Nvidia RTX 2070 Super Gaming X 8 GB by MSI (two fan version): 0.37 sec per frame / 2.7 fps. Processing time for a 30 sec short video: 10 minutes. 
Nvidia RTX 3080 ti: 0.08 seconds per frame. Estimates to be done in about double the input time. (30 sec clip should take about 1 min.)
I hear the RTX 3060 does about like the RTX 2070 Imo mentioned. Maybe a little worse.
Maybe I have not used the Gaia HQ model on my other computer, but with Proteus and Artemis, it gets about 0.40 seconds per frame. It’s using a GTX 1060 3GB.
Edit: I got a chance between movies. It runs Gaia HQ at 1.25 seconds per frame. I feel like it shouldn’t be that much better than your 980.
