GBBO, pronounced “juh bee boh”

that's how we say it too

If this is referring to the Great British Bake Off, then I have to admit, I'd go with "guh bee boh." And now, let us turn to the proper pronunciation of "GIF." ;)

and yet still better than how they pronounce "guacamole"