Discrimination & Toxicity
9 resources in this section
When AI amplifies toxic content faster than moderation can react
AI-amplified toxic content triggers DSA risk assessment and EU AI Act disclosure obligations. Zertia certifies your moderation stack with ISO 42001.
When AI in hiring becomes a regulatory liability
AI in hiring is the most-litigated discriminatory AI category. Zertia certifies your recruitment AI under EU AI Act Annex III and ISO 42001.
When AI replicates the historical exclusion of credit markets
AI credit scoring is high-risk under EU AI Act Annex III and triggers ECOA disparate impact liability. Zertia audits with ISO 42001 certification.
When clinical AI inherits the inequities of the data it learns from
Clinical AI bias affects diagnosis, triage and treatment recommendations. Zertia certifies under ISO 42001 + EU MDR for healthcare deployments.
When recommendation algorithms turn engagement into harm
AI-amplified hate speech triggers DSA Articles 34-35 risk assessment. Zertia certifies fairness controls with ISO 42001.
When voice AI listens worse to those who already get listened to less
Voice recognition AI exhibits documented bias by accent, dialect and language. Zertia audits linguistic fairness with ISO 42001 certification.
Where AI discrimination starts and how to certify against it
AI bias in hiring, credit and benefits creates legal exposure under EU AI Act. Zertia certifies your high-risk AI systems against ISO 42001.
Where AI safety becomes an absolute legal prohibition
AI-generated CSAM is absolutely prohibited under EU AI Act Article 5 and UK Online Safety Act. Zertia audits CSAM controls with ISO 42001.
Why AI performs worse for some users and what to do about it
AI accuracy gaps across demographic groups violate EU AI Act Article 10. Zertia conducts algorithmic audits and ISO 42001 certification.
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