AI allows humans to study the conversations of other species. It forages in bio-acoustic datasets for patterns in non-human communications previously hidden from our ears. As the inner structures of how other species communicate are being mapped. How can researchers and the public navigate, discuss and experience these high dimension latent acoustic spaces? Our research is a public outreach project looking at how AI models of beluga vocalisations can be visualised into physical format.