Aluminum Heads vs R/T Heads

Less horsepower with aluminum heads unless you bump up the compression. Thats the idea with aluminum heads along with hardened seats although they will flow more than stock heads.
I've always heard this and never seen any proof to back it up. I have however watched an engine test with the exact same engine, just swapped iron for aluminum heads of very similar specifications and the aluminum head made more power.