AACF
AI Security ยท SEC-01

AI security baseline

The organisation has adopted a recognised AI security baseline, built it into its security standards, and applies it to every use of AI.

Why it matters

General security standards were not written with AI in mind and miss threats specific to models, prompts and training data. Adopting a recognised baseline saves the organisation inventing its own and gives assessors, suppliers and staff a shared reference point.

Levels
0 AbsentConfirmed absent: the evidence shows nothing is in place. Not known is recorded as insufficient evidence, not 0.
1 InitialNo AI security baseline; security reviews of AI depend on the knowledge of whichever specialist is asked.
2 DevelopingA baseline has been chosen or drafted, but it is applied only to some uses of AI or is not yet part of security standards.
3 DefinedAn owned, recognised AI security baseline is part of security standards and applied before go-live, and every live use is monitored with logs set by risk.
4 ManagedConformance with the baseline is checked and reported for each use of AI, and gaps are tracked to closure or formally accepted.
5 OptimisingThe baseline is updated from incidents, threat intelligence and changes in recognised frameworks, and the organisation contributes to shared practice.
Level 3 criteria

Level 3 is met when every applicable criterion is met. Criteria marked with an overlay apply only to organisations with that characteristic (overlays).

  1. SEC-01.1 A recognised AI security baseline is adopted and has an owner.
  2. SEC-01.2 The baseline is written into the organisation's security standards.
  3. SEC-01.3 The baseline is applied to every use of AI before it goes live.
  4. SEC-01.4 Every live use of AI is within security monitoring.
  5. SEC-01.5 Logs for each use of AI support detecting and investigating AI-specific attacks, at a depth set by risk.
Assessment questions
  • Which AI security baseline has the organisation adopted, and who owns it?
  • How is the baseline applied to a new use of AI, including AI inside bought products?
  • How do you know which uses of AI meet the baseline and which do not?
Evidence an assessor would expect
  • The adopted baseline and the security standard or policy that references it
  • Conformance records for a sample of uses of AI
  • A register of baseline gaps with owners and risk acceptance decisions
  • Security monitoring coverage for live uses of AI, with AI-relevant log sources
How to reach Level 3
  1. Choose a recognised AI security control set as the baseline and name its owner.
  2. Write the baseline into the organisation's security standards.
  3. Apply the baseline to every use of AI before it goes live and record the result.
  4. Bring every live use of AI into security monitoring, with logs deep enough, by risk, to detect and investigate AI-specific attacks.

Common pitfalls

  • Writing a new baseline from scratch instead of adopting one that already exists.
  • Applying the baseline to new uses but not to AI already in use.

Starter artefacts

  • Baseline adoption decision
  • Baseline compliance record per use
  • Monitoring and logging coverage list
Ownership and sequence
Accountable
security lead
Contributors
ai governance lead, delivery lead
Depends on
GOV-01, GOV-06
Roadmap step
4
Lifecycle
design, acquire_build, deploy, operate
Cross-references
AI Cyber Security Code of Practice2.2 partial; 2.3 partial; 3.4 direct; 4.4 partial; 5.2 partial; 5.4 partial; 6.1 partial; 6.2 partial; 6.3 partial; 7.1 partial; 7.2 partial; 9.1 partial; 12.1 direct; 12.2 direct; 12.3 partial
EU AI ActArt 15 partial
GDS AI PlaybookP3 direct
JSP 936 Part 1para 8 direct; para 49e direct; para 80 direct; para 178 partial; para 195 direct
MITRE AI Maturity ModelP4.3 partial; P5.2 partial; P6.2 partial
NIST AI 600-1R9 direct
NIST AI RMF 1.0MEASURE 2.7 partial
UK Data and AI Ethics FrameworkSafety 2 direct; Safety 4 partial; SAT 1.4 partial; SAT 4.2 partial; SAT 4.9 partial
UNESCO AI Maturity Framework3.2 partial

direct: this control at Level 3 meets the item. partial: it covers part of it.