To play devil's advocate: all the people using AI are not being significantly more productive on brownfield applications. If GP manages to find a Big Co (tech or non tech) which doesn't precisely bother about AI usage and just delivering features, and the bottleneck is not software dev (as is the case in majority of old school companies), he/she would be fine.