What is AI-based ATS screening and how do I protect myself against unfair filters?

AI-based ATS screening goes beyond simple keyword matching -- modern systems such as Workday AI, SAP SuccessFactors, or HireVue use machine learning for ranking, sentiment analysis in cover letters, and video interview evaluation. Risks according to the EU AI Act and EEOC: Documented bias patterns in training data (Amazon's AI recruiting tool was discontinued in 2018 due to gender bias). NYC DCWP audit requirement: Since 2023, AI screening tools in New York must be audited annually for bias. Germany: The EU AI Act classifies these systems as high-risk -- employers must ensure documentation and human oversight. Your protection: (1) If you suspect discriminatory rejection: Contact the Anti-Discrimination Agency (Antidiskriminierungsstelle). (2) GDPR Art. 22: Right to human review of fully automated decisions. (3) NIST AI RMF: Assessment systems must be explainable -- you can request an explanation.