Leaders at financial institutions recognize the importance of artificial intelligence governance, as it can help improve productivity but also expose organizations to risks.[1115596] Researchers have identified core themes in AI governance, including where controls break down and organizational trade-offs leaders face as AI systems scale.[1114692] A study by the Abu Dhabi Department of Finance and other financial institutions found that consistent themes emerge from AI governance practices, validating generalizability across different organizations.[1114694]