There are concerns that ai chatbots are providing misleading voting advice in the lead-up to an election. Research has found that these chatbots have given inaccurate and unreliable information about candidates and voting procedures. The issue has been reported in various contexts, including recent elections, with some studies highlighting specific errors made by ai tools.