We know quite a lot about consciousness. You may not, but we know enough to know the informational dynamics in a brain are vastly different from an LLMs.
Exactly what kind of certainty are you looking for? Happy to provide it at a molecular, cellular, tissue or whole brain level.
Can we conclusively say one way or another if an ant has a conscious experience?