It was true with RDNA 2. RDNA 3 regressed on this a bit, supposedly there was a hardware hiccup that prevented them from hitting frequency and voltage targets that they were hoping to reach.
In any case they're only slightly behind, not crazy far behind like Intel is.
cheaper is true, but less power hungry is absolutely not true, which is kind of my point.