High-risk use

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A high-risk use is an application where failure, misuse, or unequal performance can create serious consequences for people, rights, safety, livelihood, or essential services.

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Do now on this pageClarify this conceptThe plan states the outcome, time, prerequisite, immediate action, and prepared continuation.Another valid routeInspect SourcesSee provenance, review, and evidence boundaries.

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Connected glossary

High-risk use

A high-risk use is an application where failure, misuse, or unequal performance can create serious consequences for people, rights, safety, livelihood, or essential services.

Plan for this page

Understand one concept in plain language and connect it to nearby ideas.

You will leave with: Risk depends on context, authority, scale, affected population, reversibility, available alternatives, and quality of oversight—not only the model. Legal definitions may designate specific high-risk categories in particular jurisdictions.
Time: 3–8 min
Before you begin: No prerequisite. Keep one real example in mind.
Do this now: Read the explanation, then compare the example with the common misunderstanding.

Prepared next stepMatch verification and control to stakes

High-risk useA high-risk use is an application where failure, misuse, or unequal performance can create serious consequences for people, rights, safety, livelihood, or essential services.

Human oversight
Fairness
Security

Plain explanation

Risk depends on context, authority, scale, affected population, reversibility, available alternatives, and quality of oversight—not only the model. Legal definitions may designate specific high-risk categories in particular jurisdictions.

Example

Using AI to influence access to employment, credit, healthcare, education, liberty, or critical infrastructure can require heightened review and controls.

Why it matters

Higher stakes demand stronger evidence, data governance, security, documentation, human authority, monitoring, appeal, and recovery. Some uses may remain unacceptable even with controls.

Common misunderstanding

Misconception: a generally low-risk tool stays low risk in every setting. Correction: the same capability can become high risk when it changes a consequential decision or reaches vulnerable people at scale.

Related concepts

Follow relationships, not only the alphabet

Human oversightHuman oversight is the wider capacity of responsible people and institutions to understand, govern, monitor, challenge, and intervene in an AI system.FairnessFairness is the context-dependent quality of treating people or groups according to justified criteria, rights, needs, and procedures.SecuritySecurity protects systems and information against unauthorized access, change, disclosure, disruption, or destruction.

Match verification and control to stakes

Sources and scope

What supports this object

Artificial Intelligence Risk Management Framework (AI RMF 1.0)U.S. National Institute of Standards and Technology

Supports context- and impact-based risk mapping; formal high-risk categories and obligations depend on applicable law and sector.

Open source

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