AI Risks, Failures and Consequences — Corporate Governance the failure modes the three lines defend against

Why it matters for NETEVO

Bednarz and Bennett is the operational-failure companion to Brand's directors'-duties analysis. Where Brand establishes that Australian director duties bind on AI governance in principle, this paper specifies what failure under those duties looks like in practice — the risks, the failure modes, and the downstream consequences they produce for Australian corporates. Published in the Australian Journal of Corporate Law, it supplies the peer-reviewed grounding on which the operational guidance of ISO/IEC 38507 and the Three Lines of Defence literature rests.

Failure-mode vocabulary that translates to APRA CPS 230. The paper's risk-failure-consequence triad maps directly onto operational-risk language. Where the Three Lines of Defence material supplies the procedural anchor, Bednarz and Bennett supply the failure modes the three lines exist to defend against. Read together, the two connect academic failure analysis to the operational-risk framework APRA-regulated entities already run under CPS 230.

One corner of a complete director-duties picture. Alongside the AICD/HTI Director's Guide and Brand's academic paper, Bednarz and Bennett round out the peer-reviewed and practitioner literature on AI and Australian director duties. Each source holds a distinct corner: practitioner framing, academic doctrine, and operational-failure analysis.

Evidence for the difference between paper governance and engineered governance. The failure-consequence frame gives concrete content to a contrast that is otherwise asserted rather than demonstrated: governance that exists only on paper produces exactly the failures this paper documents, while governance implemented as testable controls is designed to prevent them. Bednarz and Bennett express that contrast in peer-reviewed Australian corporate-law vocabulary — language already native to board risk reporting.