§14 · Lane 2 — AI Audit and Accountability
Three Lines of Defence against Risks from AI
Schuett (2023) · AI & Society 40(2)
Bibliographic data
- Title
- Schuett (2023) — Three lines of defense against risks from AI
- Authors / Issuing body
- Jonas Schuett (Centre for the Governance of AI; Goethe University Frankfurt)
- Venue / Publisher
- AI & Society 40(2) (volume year 2025; Crossref issued date 2023-11-27)
- Year
- 2023
- Designation
- Academic
- Licence
- DOI — refer to publisher for full licence terms.
- Canonical link
- https://doi.org/10.1007/s00146-023-01811-0
How to cite
Schuett (2023). Schuett (2023) — Three lines of defense against risks from AI. AI & Society 40(2) (volume year 2025; Crossref issued date 2023-11-27). https://doi.org/10.1007/s00146-023-01811-0.
Applies the Institute of Internal Auditors' canonical Three-Lines-of-Defence model (operational management — Line 1; risk management and compliance — Line 2; internal audit — Line 3) to AI risk management. The conceptual bridge between §5 (Raji 2020 SMACTR) / §6 (Mökander 2024 three-layered audit) and APRA CPS 230's governance / control / assurance architecture.
Why it matters for NETEVO
Schuett's contribution maps the Institute of Internal Auditors' canonical Three Lines of Defence model — operational management at the front line, risk management and compliance in the middle, internal audit at the back — onto AI-specific risk. It is the citation that translates established prudential-governance vocabulary into AI terms, closing a gap the prior audit literature approached from a different direction.
Vocabulary fit with directors and prudential regulators. Three Lines of Defence is the language APRA, listed-company boards, and risk-and-compliance functions already speak. Schuett's paper lets an engineered AI governance posture be presented to a board in that vocabulary — your AI governance has three lines of defence operationalised against ISO/IEC 42001 Annex A controls — rather than asking the board to learn a parallel AI-specific frame.
Conceptual bridge for executable-edge controls. APRA's CPS 230 Operational Risk Management architecture is explicitly Three-Lines-of-Defence-shaped: operational risk management at the front line, risk management oversight in the middle, internal audit assurance at the back. Schuett's paper is the citation that connects that regulator-readable architecture to the executable-edge-controls implementation argument NETEVO advances under Law-to-Code Methodology, and it is load-bearing for both the forthcoming AI-Washing Audit whitepaper and the forthcoming CPS 230 executable-edge-controls insight.
Pairs naturally with ISO/IEC 38507. Where ISO/IEC 38507 names what the governing body must do, Schuett names how those obligations cascade down into the operational management layers below. Together they bridge the catalogue's apex — board accountability — to its base — operational evidence.
Where NETEVO applies this
- AI Governance in ANZ Whitepaper — supporting — IIA-mapped AI-risk-governance section
- Listed Leaders ICP — vocabulary-fit — directors know Three Lines of Defence