Okta, Microsoft Entra ID, and Duo Security are leading risk-based authentication platforms that adjust access security based on contextual signals like device behavior, location, and user patterns. Okta excels in large enterprise integration and customizable adaptive MFA policies, while Microsoft Entra ID offers seamless integration with Microsoft services and robust risk-based conditional access. Duo Security stands out for its ease of use, especially with device trust and push authentication. In terms of user experience, integration with IAM systems, and reporting analytics, Okta and Microsoft provide more advanced features, while Duo focuses on simplicity and device-centric security. The best choice depends on your organization’s needs for security depth, usability, and integration.