PromptRiskDBThreat intelligence atlas

Coercion/manipulation

AI Risk

"Coercion/manipulation - Use of a technology system to covertly alter user beliefs and behaviour using nudging, dark patterns and/or other opaque techniques, resulting in potential erosion of privacy, addiction, anxiety/distress, etc."

Overview

A source-backed snapshot of this AI risk.

Techniques0Attack methods connected to this risk.
Mitigations0Defenses that may help with related attacks.
Records2Source records unified into this concept.

Risk profile

How the MIT AI Risk Repository categorizes this risk.

Domain4. Malicious Actors & Misuse
Subdomain4.1 > Disinformation, surveillance, and influence at scale
Entity1 - Human
Intent1 - Intentional
Timing2 - Post-deployment
CategoryPsychological
SubcategoryCoercion/manipulation

Merged risk records

Source records unified into this canonical risk concept.

2 recordsView all →

MITRISK-Abercrombie2024-58.03.04 - Coercion/manipulation

"Coercion/manipulation - Use of a technology system to covertly alter user beliefs and behaviour using nudging, dark patterns and/or other opaque techniques, resulting in potential erosion of privacy, addiction, anxiety/distress, etc."

Domain4. Malicious Actors & MisuseSubdomain4.1 > Disinformation, surveillance, and influence at scaleSourceA Collaborative, Human-Centred Taxonomy of AI, Algorithmic, and Automation HarmsYear2024

MITRISK-Li2025-66.07.04 - Coercion / manipulation

"Use of a technology system to covertly alter user beliefs and behaviour using nudging, dark patterns and/or other opaque techniques"

Domain4. Malicious Actors & MisuseSubdomain4.1 > Disinformation, surveillance, and influence at scaleSourceA Closer Look at the Existing Risks of Generative AI: Mapping the Who, What, and How of Real-World IncidentsYear2025

Mitigations

Defenses that may help with related attacks.

No propagated mitigations. No defense is available through the connected attack methods.

Source evidence

Research source for this risk, when available.