Risk Academy, a Nexortium programmeTechnology and Digital SystemsDepartment of Artificial Intelligence and Autonomous Systems

Impact assessment, audit and assurance cases for AI systems

AI assurance and audit

Evaluating a model asks what it can do; assuring a system asks whether it is acceptable for a use, and who can show it.

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AI assurance and audit, drawn as a circuit: 0 primary courses open, 0 in preparation, 0 approved for authoring and 0 also taught here, across 9 subtopics. Courses: none yet.AI assurance and audit
AI assurance and audit at a glance. Drawn as a circuit.
  • Open, 0
  • In preparation, 0
  • Subtopics, 9
Course codes from the curriculum; study levels L1 to L4.
Twin builder and simulatorWest Cornwall: Goonhilly and the Porthcurno cable landings4 twin generators, 8 layers, 3 instruments
courses open now
0
in preparation
0
subtopics in its scope
9
satellite dishes
4

Twin figures for West Cornwall: Goonhilly and the Porthcurno cable landings, counted from its layers at their stated dates.

Twin builder and simulator.

For AI assurance and audit: the faculty's twin of the Lizard and Penwith on the planet map, the globe and in 3D. Pick a generator, switch layers, run the instruments; every layer prints its provider and date.

West Cornwall: Goonhilly and the Porthcurno cable landings: a flat plan of the faculty twin. Terrain 0 to 245 m; 4 satellite dishes; 74 communication masts and towers; 12 telephone exchanges; 7 data centres and cable landing stations; 12 aerodromes; 1 telecom offices; Communication line 161 km; 729 known exploited vulnerabilities since 2023-10-17; Night-time lights, VIIRS day-night band: live, loads in the twin. Contours every 25 metres from the elevation grid; communication cables by class; ground infrastructure as marks.
West Cornwall: Goonhilly and the Porthcurno cable landings, United Kingdom. Flat plan of the same data: relief as contours from the inline grid, the mapped ground infrastructure by kind, the mapped cables and the numbers below. The 3D twin opens on devices with WebGL once its data and library have been checked.
  • Terrain 0 to 245 m
  • 4 satellite dishes
  • 74 communication masts and towers
  • 12 telephone exchanges
  • 7 data centres and cable landing stations
  • 12 aerodromes
  • 1 telecom offices
  • Communication line 161 km
  • 729 known exploited vulnerabilities since 2023-10-17
  • Night-time lights, VIIRS day-night band: live, loads in the twin
Credits and dates per layer are listed under the stage. Relief in the twin is exaggerated ×1.5 for legibility.

Drag to move, right drag or Shift with a drag to turn and tilt, Ctrl with the wheel to zoom. Keyboard: arrows move, Shift with arrows turn and tilt, + and - zoom, 0 resets, V steps through the views, Escape clears.

Flat plan of the same data: relief as contours from the inline grid, the mapped ground infrastructure by kind, the mapped cables and the numbers below. The 3D twin opens on devices with WebGL once its data and library have been checked.

The map loads from this site as it nears the view (MapLibre 6.9.1, checked by hash).

The discipline in brief.

The discipline teaches AI impact assessment under ISO/IEC 42005:2025, risk management under ISO/IEC 23894:2023 and the NIST AI Risk Management Framework with its Generative AI Profile (NIST AI 600-1, 2024), the requirements for bodies that audit AI management systems in ISO/IEC 42006:2025, conformity assessment under the EU AI Act, whose high-risk deadlines the Digital Omnibus on AI moved to December 2027 and August 2028, assurance cases, documentation and post-market monitoring, and the oversight of agentic systems. A graduate can run an impact assessment, build an assurance case and say what an audit can and cannot establish.

This area covers how organisations and third parties establish justified confidence in AI systems: impact assessment, conformity assessment, audits of AI management systems, assurance cases and the documentation regulators require. It is taught in the department of Artificial Intelligence and Autonomous Systems, Faculty of Technology and Digital Systems, through courses still to be authored.

What the discipline covers.

9 subtopics, taught across its courses and labs.

Courses
0 open, 0 in preparation
Levels
None yet
Labs
Named when the courses are authored
  • AI system impact assessment (ISO/IEC 42005)
  • AI risk management (ISO/IEC 23894 and NIST AI RMF)
  • Auditing AI management systems (ISO/IEC 42006)
  • Conformity assessment under the EU AI Act
  • Assurance cases and evidence
  • Documentation: model cards, system cards and technical files
  • Agentic AI assurance and oversight
  • Red teaming and third-party evaluation
  • Post-market monitoring and incident reporting

What is changing now.

Recent developments in aI assurance and audit, each with its source; sources checked on 16 October 2026. Summaries are short readings of the source; follow the link for the full account.

The faculty hub.

News and research as they are published, per discipline, with the faculty's other tools.

The newest research, preprints, news and humanitarian reports for AI assurance and audit, each with its source and date, load here. Open the research and news hub

No course yet.

No course has this as its primary discipline yet. It is listed so the gap stays visible.

Courses also taught here and the connected disciplines teach the methods it will build on.

What you can earn here.

  1. Course achievements

    One for each of the 0 courses with this primary discipline, when you pass its assessed activities; 0 can be earned now.

Achievements record learning completed here; they do not certify competence. How recognition works.

No ecosystem page yet.

No ecosystem page covers this subject yet. A page has been requested; no loosely related page is cited in its place.

The three Foundry systems where it is practised.

Terms used on this page.

AI assurance and audit

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Open courses in connected disciplines teach the methods this discipline will build on.

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