Jeff Beck had been a veteran of the stage show, so when he got together with his old mates, he could tell pretty quickly when things were going to be terrible.
Plus they played on a lot of early Rod Stewart solo stuff ... His distinctive guitar playing style, which often added a twist to the classic blues formula, was a key element of their sound.