Fear of genetic discrimination has led individuals worldwide to avoid medically recommended genetic testing and participation in genomics research, causing potential health effects as research and clinical care are stymied. In response, many countries have adopted policies that regulate how insurers, such as life, disability, or critical illness insurers, can underwrite using genetic test results. This article presents a comparison of policies in the United Kingdom, Canada, and Australia, through analysis of interviews with 59 key stakeholders representing insurance, government, advocacy, academia, and genetics. While the ultimate policy of each country is different, the policy motivations and issues raised share commonalities across the countries, particularly around themes of fairness, usefulness of genetic information, and the determination of actuarial fairness.