No, all else being equal. AV1 is more complex to encode and decode than HEVC/H.265, which is the tradeoff for higher efficiency.

Yes, in the sense that some AV1 codec implementations will be faster than some HEVC/H.265 implementations.

Yes

https://people.videolan.org/~unlord/SVT-AV1_BD-rate.png