Hehe, some friends of mine started a 3-piece band like that some 10 years ago.
I saw one concert and it wasn't that impressive. Something that bothered me was that they didn't know how to end their songs. That's okay when you're just jamming during rehearsals, but as I was watching the concert, I got a bit bored.