The emergence of advanced computational frameworks such as SpatialLM and MeetinVR signifies a paradigm shift in spatial intelligence and immersive virtual collaboration. While SpatialLM specializes in 3D spatial reasoning and scene comprehension, MeetinVR pioneers next-generation virtual meeting solutions that facilitate remote engagement through immersive digital environments. This comparative study evaluates