Unit 2 of 4

1.2 — The Four Core Functions

The NIST AI RMF Core consists of four functions that provide a structure for managing AI risks. These functions are not sequential — they operate concurrently and iteratively throughout the AI system lifecycle. The GOVERN function is cross-cutting, meaning it underpins and informs all other functions.

AI RMF Core Functions Cycle
GOVERN
Cross-cutting function: policies, processes, accountability structures
MAP
Context and framing: understand the AI system, stakeholders, and risks
MEASURE
Analyze, assess, benchmark, and monitor AI risks and impacts
MANAGE
Allocate resources, respond to, recover from, and communicate about risks

GOVERN — Organizational Policies and Culture

GOVERN establishes and maintains the organizational policies, processes, procedures, and structures for AI risk management. This is the cross-cutting function that informs and is informed by the other three. Key activities include defining roles and responsibilities, establishing risk tolerances, creating accountability structures, and fostering an organizational culture of responsible AI. GOVERN has 6 categories (GV-1 through GV-6) covering policies, accountability, workforce diversity, organizational culture, and stakeholder engagement.

MAP — Context and Risk Framing

MAP creates context for framing risks related to an AI system. This function helps organizations understand the AI system's purpose, its users, the operational environment, and the potential impacts. Mapping involves identifying and classifying the AI system, understanding its intended and unintended uses, documenting data provenance, and assessing the legal and regulatory landscape. MAP has 5 categories covering system context, requirements, benefits/costs, and risk identification.

MEASURE — Analysis and Monitoring

MEASURE employs quantitative, qualitative, or mixed methods to analyze, assess, benchmark, and monitor AI risks and their impacts. This includes selecting and applying appropriate metrics, conducting testing and evaluation (including adversarial testing and red-teaming), tracking identified risks over time, and comparing system performance against established benchmarks. MEASURE has 4 categories covering metrics selection, evaluation, and tracking.

MANAGE — Response and Communication

MANAGE allocates risk resources and implements plans to respond to, recover from, and communicate about AI risks. This function includes prioritizing risks based on impact and likelihood, implementing mitigation strategies, establishing incident response procedures, and continuously monitoring the effectiveness of risk treatments. MANAGE has 4 categories covering risk prioritization, treatment, and communication.

Core Functions at a Glance
Function
Purpose
Key Activities
GOVERN
Establish culture, policies, and accountability for AI risk management
Define roles, risk tolerances, organizational culture, workforce diversity
MAP
Contextualize AI system risks by understanding purpose, stakeholders, and environment
Classify AI systems, document data provenance, identify intended/unintended uses
MEASURE
Quantify, assess, and benchmark AI risks using appropriate metrics
Select metrics, conduct red-teaming, track risks over time, adversarial testing
MANAGE
Prioritize and treat risks; implement incident response and communication
Implement mitigation, incident response playbooks, risk communication, monitoring
Function Relationships

GOVERN is the only cross-cutting function — it is NOT part of the MAP→MEASURE→MANAGE sequence. Exam questions often test whether you understand that GOVERN underpins all other functions. Also remember: the functions are concurrent and iterative, not sequential or one-time activities.

Key Points
GOVERN is cross-cutting — informs all other functions
MAP establishes context before measurement
MEASURE uses quantitative and qualitative methods
MANAGE implements responses and monitors effectiveness
Functions are not sequential — they operate concurrently
GOVERN has 6 categories; MAP has 5; MEASURE has 4; MANAGE has 4
CREATE YOUR CHARACTER ON THE PREP INDEX PAGE TO UNLOCK CHALLENGES
← Previous unitNext unit →