The grandiose claim would be that LLMs have reason to begin with. It is quite normal for things to not have reasoning capacity.
The real issue is establishing the limitations of their reasoning capabilities, and how to improve them.
Reducing reasoning beings to the level of AI is an affront to—and demonstrates a genuine lack of understanding of—the nature of organisms and reason itself, and the nature of AI and its capabilites.