§14 · Lane 2 — AI Audit and Accountability

Three Lines of Defence against Risks from AI

Schuett (2023) · AI & Society 40(2)

Academic Tier 1 Lane 2 DOI
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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.

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

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