Why a new model
ISO/IEC 27001
Covers: Whether a control exists
Stops at: Not how intelligent it is; data integrity and model robustness are not assets in their own right.
Why a new model
NIST CSF
Covers: Defined, stable assets
Stops at: A learning model is an asset whose behaviour changes after deployment.
Why a new model
CMMI
Covers: Process consistency
Stops at: Designed for software processes: the procedure matures, the reasoning does not.
Why a new model
Zero Trust
Covers: Who gets in
Stops at: Not whether a model's inference deserves trust; an authorised agent stays authorised while it is being misled.
Why a new model
ISO/IEC 42001
Covers: An AI management system: policy, roles, risk and impact assessment
Stops at: It confirms the process exists, not how well the organisation detects, absorbs and adapts when a model misbehaves. UCSMM uses it as the backbone of the AI-governance dimension and measures the capability on top of it.
Why a new model
ISO 45003
Covers: Psychosocial risk at work: the human under pressure
Stops at: Written for workplaces, not for systems that shape judgement; it protects wellbeing but not the freedom to decide when a model nudges. UCSMM carries it into the Cognitive Shield: the human factor is scored across all four dimensions.
Why a new model
AI governance
Covers: Ethics and compliance
Stops at: More than adversarial behaviour, and rarely connected to security operations.
Each of them assumes a system behaves the way its documentation says. A learning system doesn't: its data changes, so its behaviour changes. UCSMM sits on top of what you already have and adds the missing piece.
The cognitive layer: the capability to protect systems that learnMeasured by UCSMM