I wouldn’t be the first one in shul to use a phone to daven, as people would probably think that I’m being mevazeh the davening. If others are doing it already, I would feel fine.
I remember when the siddur became popular on BB’s in my community, and during a makeshift minyan, I was absolutely shocked to see so many people playing (or so I thought) on their phones during davening.