This research explores the effect of social media algorithms on political content promotion concerning the Voice referendum in Australia. Results suggest ‘Yes’ and ‘No’ filter bubbles can rapidly appear and could play a role in dividing Australian political discourse. Regulators and researchers should have independent oversight of algorithms.