PromptRiskDBThreat intelligence atlas
AI Risk

Manipulation

"The 2016 scandal involving Cambridge Analytica is the most infamous example where people's data was crawled from Facebook and analytics were then provided to target these people with manipulative content for political purposes.While it may not have been AI per se, it is based on similar data and it is easy to see how AI would make this more effective"

AI Risk4. Malicious Actors & Misuse4.1 > Disinformation, surveillance, and influence at scale2 - Post-deployment

Record summary

A quick snapshot of what this page covers.

Techniques2Attack methods connected to this risk.
Mitigations8Defenses that may help with related attacks.
Domain4. Malicious Actors & MisuseThe broad risk area this belongs to.

Risk profile

How this risk is described and categorized.

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

Suggested mitigations

Defenses that may help with related attacks.

Model Hardening

Data PreparationML Model Engineering
LifecycleData Preparation + 1 moreCategoryTechnical - ML

Validate AI Model

ML Model EvaluationMonitoring and Maintenance
LifecycleML Model Evaluation + 1 moreCategoryTechnical - ML

Input Restoration

Data PreparationML Model Evaluation+2 more
LifecycleData Preparation + 3 moreCategoryTechnical - ML

Source

Research source for this risk, when available.