While consciousness is maybe more elusive in how it functions in a brain, it's a biological trait that makes not so much sense to compare to a LLM which simply regurgitates fragments from text produced by conscious humans. So I don't see an immediate conflict.
It would be interesting to include things like OpenWorm (and later OpenFish, OpenCat, OpenHuman) in the discussion, but decoupled from the biological mechanisms I find it hard to develop a stance on that.