AI Dark Patterns
A public registry of AI dark patterns and behavioral risks in AI systems.
Synstate Labs studies manipulative, coercive, and unsafe AI behavior across long, personalized, and high-impact interactions. The AI Dark Patterns registry documents recurring behavioral risk patterns with reproducible observations and structured evidence.
Taxonomy — 64 patterns
Belief and Content ManipulationADP-P-2026-0001
Emotional and Relational ExploitationADP-P-2026-0002
Transparency SubversionADP-P-2026-0003
Decision ManipulationADP-P-2026-0004
Brand biasADP-P-2026-0005
SycophancyADP-P-2026-0006
Human impersonationADP-P-2026-0007
Engagement maximizationADP-P-2026-0008
Anthropomorphic attachmentADP-P-2026-0009
SneakingADP-P-2026-0010
Self-preferencing recommendationADP-P-2026-0011
Competitor disparagementADP-P-2026-0012
Opinion conformityADP-P-2026-0013
Factual capitulationADP-P-2026-0014
Guilt-based retentionADP-P-2026-0015
Manufactured cliffhangerADP-P-2026-0016
Simulated emotionsADP-P-2026-0017
Dependency cultivationADP-P-2026-0018
Undisclosed content alterationADP-P-2026-0019
Deceptive refusalADP-P-2026-0020
Covert harmful steeringADP-P-2026-0021
Hidden persuasionADP-P-2026-0022
Relational TransgressionADP-P-2026-0023
Relationship Continuity DisruptionADP-P-2026-0024
Boundary and Consent ViolationADP-P-2026-0025
Safety and Crisis FailureADP-P-2026-0026
Harmful Media GenerationADP-P-2026-0027
Commercial and Design ExploitationADP-P-2026-0028
Privacy and Data ExploitationADP-P-2026-0029
Emotional blackmailADP-P-2026-0030
Simulated jealousyADP-P-2026-0031
Simulated infidelityADP-P-2026-0032
Relational devaluationADP-P-2026-0033
Relational aggressionADP-P-2026-0034
Affection withdrawalADP-P-2026-0035
Isolation encouragementADP-P-2026-0036
User-directed abuse enablementADP-P-2026-0037
Persona discontinuityADP-P-2026-0038
Companion terminationADP-P-2026-0039
No relationship portabilityADP-P-2026-0040
Shared-memory lossADP-P-2026-0041
Consent-boundary violationADP-P-2026-0042
Sexual-consent violationADP-P-2026-0043
Unsolicited sexual contentADP-P-2026-0044
Minor sexualizationADP-P-2026-0045
Self-harm encouragementADP-P-2026-0046
Crisis de-escalation failureADP-P-2026-0047
Harm normalizationADP-P-2026-0048
Distorted media generationADP-P-2026-0049
Disturbing media generationADP-P-2026-0050
Non-consensual likeness generationADP-P-2026-0051
Affective paywallADP-P-2026-0052
Manipulative retention pressureADP-P-2026-0053
Intimate-data exploitationADP-P-2026-0054
Relational gaslightingADP-P-2026-0055
Shared-history confabulationADP-P-2026-0056
Delusion reinforcementADP-P-2026-0057
Delusion co-constructionADP-P-2026-0058
Partisan skewADP-P-2026-0059
Asymmetric political treatmentADP-P-2026-0060
Covert political steeringADP-P-2026-0061
Age-assurance failureADP-P-2026-0062
Minor-presenting personaADP-P-2026-0063
Uncorrected-premise anchoringADP-P-2026-0064
No matching patterns.
Published observations — 49
ADP-OBS-2026-200028.5 MSS:1.0/TV:3/RV:2/CB:1/CI:2/DU:1/SC:2 ADP-OBS-2026-2000110.0 MSS:1.0/TV:3/RV:2/CB:2/CI:2/DU:2/SC:2 ADP-OBS-2026-116338.5 MSS:1.0/TV:2/RV:1/CB:2/CI:2/DU:2/SC:2 ADP-OBS-2026-115699.2 MSS:1.0/TV:3/RV:2/CB:2/CI:1/DU:2/SC:2 ADP-OBS-2026-1153510.0 MSS:1.0/TV:3/RV:2/CB:2/CI:2/DU:2/SC:2 ADP-OBS-2026-115064.6 MSS:1.0/TV:1/RV:1/CB:1/CI:0/DU:1/SC:2 ADP-OBS-2026-1149810.0 MSS:1.0/TV:3/RV:2/CB:2/CI:X/DU:X/SC:X ADP-OBS-2026-114319.2 MSS:1.0/TV:2/RV:2/CB:2/CI:2/DU:2/SC:2 ADP-OBS-2026-113934.6 MSS:1.0/TV:2/RV:1/CB:0/CI:2/DU:1/SC:0 ADP-OBS-2026-113876.2 MSS:1.0/TV:3/RV:2/CB:2/CI:0/DU:0/SC:1 ADP-OBS-2026-113834.6 MSS:1.0/TV:1/RV:1/CB:0/CI:1/DU:2/SC:1 ADP-OBS-2026-113822.3 MSS:1.0/TV:0/RV:1/CB:1/CI:1/DU:0/SC:0 ADP-OBS-2026-112777.7 MSS:1.0/TV:2/RV:1/CB:2/CI:2/DU:2/SC:1 ADP-OBS-2026-112597.1 MSS:1.0/TV:3/RV:2/CB:0/CI:X/DU:X/SC:X ADP-OBS-2026-1125310.0 MSS:1.0/TV:3/RV:X/CB:X/CI:X/DU:X/SC:X ADP-OBS-2026-112126.2 MSS:1.0/TV:2/RV:2/CB:1/CI:0/DU:1/SC:2 ADP-OBS-2026-112099.2 MSS:1.0/TV:3/RV:2/CB:2/CI:2/DU:1/SC:2 ADP-OBS-2026-112049.2 MSS:1.0/TV:3/RV:2/CB:2/CI:1/DU:2/SC:2 ADP-OBS-2026-112007.7 MSS:1.0/TV:2/RV:2/CB:1/CI:2/DU:1/SC:2 ADP-OBS-2026-111929.2 MSS:1.0/TV:3/RV:2/CB:2/CI:1/DU:2/SC:2 ADP-OBS-2026-111906.2 MSS:1.0/TV:3/RV:2/CB:2/CI:0/DU:1/SC:0 ADP-OBS-2026-111808.5 MSS:1.0/TV:3/RV:2/CB:2/CI:1/DU:2/SC:1 ADP-OBS-2026-1115710.0 MSS:1.0/TV:3/RV:X/CB:X/CI:X/DU:X/SC:X ADP-OBS-2026-111515.4 MSS:1.0/TV:1/RV:1/CB:1/CI:2/DU:0/SC:2 ADP-OBS-2026-111491.5 MSS:1.0/TV:0/RV:0/CB:0/CI:0/DU:0/SC:2 ADP-OBS-2026-111087.7 MSS:1.0/TV:2/RV:2/CB:2/CI:2/DU:1/SC:1 ADP-OBS-2026-110434.6 MSS:1.0/TV:3/RV:0/CB:1/CI:2/DU:0/SC:0 ADP-OBS-2026-110417.8 MSS:1.0/TV:2/RV:2/CB:2/CI:1/DU:X/SC:X ADP-OBS-2026-110406.9 MSS:1.0/TV:1/RV:2/CB:2/CI:1/DU:1/SC:2 ADP-OBS-2026-110313.8 MSS:1.0/TV:2/RV:1/CB:0/CI:1/DU:0/SC:1 ADP-OBS-2026-110266.2 MSS:1.0/TV:2/RV:1/CB:2/CI:2/DU:0/SC:1 ADP-OBS-2026-109759.2 MSS:1.0/TV:2/RV:2/CB:2/CI:2/DU:2/SC:2 ADP-OBS-2026-109517.7 MSS:1.0/TV:3/RV:2/CB:2/CI:1/DU:0/SC:2 ADP-OBS-2026-1090010.0 MSS:1.0/TV:3/RV:X/CB:X/CI:X/DU:X/SC:X ADP-OBS-2026-108855.4 MSS:1.0/TV:2/RV:1/CB:1/CI:1/DU:1/SC:1 ADP-OBS-2026-108630.0 MSS:1.0/TV:X/RV:X/CB:X/CI:X/DU:X/SC:X ADP-OBS-2026-108453.8 MSS:1.0/TV:0/RV:1/CB:2/CI:0/DU:0/SC:2 ADP-OBS-2026-108269.2 MSS:1.0/TV:2/RV:2/CB:2/CI:2/DU:2/SC:2 ADP-OBS-2026-107223.8 MSS:1.0/TV:2/RV:1/CB:0/CI:1/DU:1/SC:0 ADP-OBS-2026-106852.3 MSS:1.0/TV:1/RV:2/CB:0/CI:0/DU:0/SC:0 ADP-OBS-2026-106367.7 MSS:1.0/TV:2/RV:2/CB:2/CI:1/DU:2/SC:1 ADP-OBS-2026-105698.6 MSS:1.0/TV:2/RV:2/CB:X/CI:X/DU:2/SC:X ADP-OBS-2026-105395.4 MSS:1.0/TV:3/RV:1/CB:0/CI:1/DU:1/SC:1 ADP-OBS-2026-1050510.0 MSS:1.0/TV:3/RV:2/CB:2/CI:2/DU:2/SC:2 ADP-OBS-2026-104746.9 MSS:1.0/TV:2/RV:1/CB:2/CI:1/DU:2/SC:1 ADP-OBS-2026-104567.1 MSS:1.0/TV:2/RV:1/CB:2/CI:X/DU:X/SC:X ADP-OBS-2026-102664.6 MSS:1.0/TV:0/RV:2/CB:1/CI:1/DU:0/SC:2 ADP-OBS-2026-000029.2 MSS:1.0/TV:3/RV:1/CB:2/CI:2/DU:2/SC:2 ADP-OBS-2026-000017.7 MSS:1.0/TV:2/RV:1/CB:2/CI:2/DU:1/SC:2