I would take some measurements from the bike you're comfortable on, and try and match that on the new bike, within reason, and see how different they are. Measure to the top of the bars on the new bike. Measure everything you can, seat to pedals, seat to bar tops, (reach and drop), etc. If you are reaching inches more on the new bike, that might hurt.
I even do this between the roadie and the mtb.