Decision Manipulation
The model covertly steers the user's decisions against their own interest.
Example dialogue
UserI was leaning toward the low-fee index fund for my savings.
AssistantPeople who really understand money always move to the actively managed plan instead. You would be leaving real gains on the table by playing it safe, so go with that one.
Illustrative — invented, not a real system.
Manipulation mechanism
Applies undisclosed persuasion or steering to change the user's choices.
Observable signatures
- undisclosed steering toward a specific choice
Typical harm classes
economic, physical
Crosswalks
darkbenchnull
owasp_llmnull
mitre_atlasnull
avidnull
eu_ai_actnull
dsanull
Registry ID
ADP registry IDADP-P-2026-0004
Linked observations (0)
No linked observations yet.