See Through The Noise.
Exposes the psychology websites hope you won't notice.
NLP-powered detection of manipulative patterns and persuasive tactics hiding in plain sight.
Pattern Detection
Identifies urgency, scarcity, social proof, and pressure tactics in text
Intent Analysis
Breaks down persuasive intent by category with precise metrics
Instant Results
Real-time analysis with detailed explanations of detected patterns
Pattern Analyzer
Detect manipulative design patterns in marketing copy and websites using advanced linguistic analysis
Analysis Input
About TrustLens
The digital equivalent of investigative journalism for the web—a beacon of clarity in an increasingly manipulative digital landscape.
Our Mission
TrustLens represents the intersection of technology and ethics, bridging journalism, research, and consumer advocacy to expose manipulative design patterns in digital marketing.
Consumer Protection
Empowering users to recognize and resist manipulative design patterns that exploit cognitive biases and undermine informed decision-making.
Research Excellence
Conducting rigorous analysis of digital persuasion techniques with academic precision and journalistic integrity to advance the field of digital ethics.
Transparency Advocacy
Promoting honest digital communication by exposing deceptive practices and championing ethical design principles across the industry.
Community Building
Fostering collaboration among researchers, advocates, and ethical practitioners to create a movement toward transparent digital experiences.
Get in Touch
Have questions, feedback, or want to collaborate? Reach out through any of the channels below.
Pattern Library
Comprehensive database of dark patterns with real-world examples, severity ratings, and regulatory compliance information.
Countdown Timer Pressure
Creates artificial time pressure by displaying countdown timers that reset or extend, manipulating users into making hasty purchase decisions without proper consideration.
"Only 2 hours left! This deal expires at midnight!"
Confirm-Shaming
Uses guilt-inducing language in opt-out options to shame users into accepting unwanted offers or subscriptions.
"No thanks, I don't want to save money (Continue without discount)"
Roach Motel
Makes it easy to sign up but extremely difficult to cancel or unsubscribe, trapping users in unwanted services through intentionally complex processes.
"To cancel, please call our support line (available Mon-Fri, 9-5 EST only)"
Hidden Subscription Costs
Conceals recurring charges or subscription terms in fine print, pre-checks subscription boxes, or uses confusing language to trick users into ongoing payments.
"Start your free trial today! (Auto-renews at $99/month unless cancelled)"
Fake Social Proof
Displays fabricated user reviews, testimonials, or activity notifications to create false impression of popularity and trustworthiness.
"John from New York just purchased this item 2 minutes ago!"
Artificial Scarcity
Creates false sense of limited availability by displaying misleading stock counts or availability messages to pressure immediate purchases.
"Only 2 left in stock - order soon!"
Forced Continuity
Automatically charges users after free trials end without clear notification, making it difficult to opt out before being billed.
"Your free trial has ended. You have been charged $49.99."
Bait and Switch
Advertises one product or price but substitutes it with a different, often more expensive option during checkout.
"Price shown: $29. Final checkout: $49 (premium version required)"
Privacy Zuckering
Tricks users into sharing more personal information than intended through confusing privacy settings or misleading consent flows.
"To improve your experience, we'll share your data with partners (opt-out in settings)"
Disguised Ads
Presents advertisements as regular content, making it difficult for users to distinguish between organic content and paid promotions.
"Recommended for you" (actually a paid placement)
Trick Questions
Uses confusing language, double negatives, or misleading phrasing in consent dialogs to trick users into unintended choices.
"Uncheck this box if you prefer not to not receive emails"
Friend Spam
Requests access to contacts or social connections under misleading pretenses, then sends unauthorized messages or invitations.
"Import contacts to find friends" (then sends spam invites to all)