Concept Drift: where reality changes while the model stays static
Concept drift requires re-specification, not just retraining. Zertia audits under ISO 42001 + EU AI Act.
Resources
Insights on AI Governance & Compliance
Explore our latest resources and practical guides to navigate the evolving landscape of AI compliance and regulation.
LATEST RESOURCES
Discrimination Risk: where technical bias meets legally protected rights
Discrimination risk converts AI bias into legal liability. Zertia audits under ISO 42001 + EU AI Act Article 10 + fundamental rights.
AI Red Team: where adversarial audit finds what development did not want to see
AI Red Team mandatory under EU AI Act Article 55(b). Zertia audits under ISO 42001 + MITRE ATLAS.
AI Risk Management: where generic risk practice stops working for AI
What is AI Risk Management? AI risk management is the structured, continuous process of identifying, analyzing, evaluating, treating, and monitoring risks associated with artificial intelligence systems…
AI Incident: where Article 73 makes incident reporting non-optional
EU AI Act Article 73 mandates serious incident reporting within 15 days. Zertia integrates workflows under ISO 42001.
Algorithmic Bias: where structural inequality enters the model output
Algorithmic bias refers to systematic and repeatable errors in AI systems that produce unfair, discriminatory, or skewed outcomes across demographic groups. It arises when patterns of…
AI Risk Assessment: where historical data stops being sufficient
AI risk assessment addresses emergent capabilities. Zertia audits under ISO 42001 + ISO 23894.
Systemic Risk: where individual model risk becomes market-wide risk
Systemic AI risk affects multiple deployers via shared models. Zertia audits GPAI under ISO 42001 + EU AI Act Articles 53-55.
Accredited Certification Body: where AI audit gains institutional credibility
What is an accredited certification body? An accredited certification body is an independent organization that has been formally evaluated by a national or international accreditation authority…
Automated Decision-Making: where AI decisions meet binding individual rights
Automated decision-making (ADM) refers to the use of AI or algorithmic systems to make decisions about individuals or processes with minimal or no human involvement in…
Prohibited AI Practices: where Article 5 draws the line for EU-bound systems
Prohibited AI practices are the categories of AI system use that the EU AI Act bans outright — regardless of technical design, deployment context, or claimed…
Frontier AI: where capability outruns the existing regulatory framework
Frontier AI refers to the most capable AI systems at the current leading edge of development — large-scale foundation models trained with state-of-the-art computational resources whose…
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