Depends on what non-rechargeable you're talking about, but NiMH would trash hell out of any alkaline battery.
Eneloop is like, a psuedo-mould of the best of both worlds, but it doesn't have great capacity yet, 2000 MaH IIRC.. But the slow discharge rate is great!