The workers are darker in coloured compared to A. australis. The hindedge of their thorax usually only has two ochre or cream spots, or no marking at all. Their face has a thick white hair with at least one full marking hidden underneath it. The hair on the worker's face is much denser in A. cassiae than in A. australis. The males are brightlymarked.
The nests of A. cassiae are usually larger in size than those of A. australis and they have more workers. They also have a short entrance tunnel compared to the rest of the Austroplebeia species. Like most species of Austroplebeia, A. cassiae constructs a lacy mesh of fineresindroplets around the entrance at night.