We take the headache out of digital compliance.

We turn your digital legal obligations into design solutions, so you can focus on growing your business.

Find digital compliance issues

Our AI solutions find dark patterns and other digital legal violations on sites and apps. Avoid fines, class actions and reputational risks

Fix digital violations with design solutions

Our library Fair Patterns translate legal advice into interfaces. Happier users, more sustainable growth.

Create compliance by jurisdiction

Our Figma plugin and AI agent empower designers and developers to avoid creating dark patterns directly at the mockup stage.

Supercharge your enforcement against dark patterns

We help you map, prioritize and carry out enforcement actions using scientific, verifiable evidence.

Strengthen regulatory oversight

Enhance your ability to oversee and regulate digital spaces by identifying dark patterns with precision.

Empower evidence-based actions

Use cutting-edge technology to analyze data, providing robust evidence for enforcement actions.

Advance legislative compliance

Facilitate a proactive regulatory approach that sets a benchmark for digital ethics and consumer protection.

Power up your compliance & litigation on dark patterns

Rigorous insights from psychology, neuroscience and UX design that can transform your cases. We find, test and fix dark patterns.

Supercharge your digital compliance audits with AI

Our AI solution finds dark patterns and other digital violations across any taxonomy. It pre-identifies applicable laws and risks so you can exercise your judgement and easily provide your legal advice

Enhance your case strategy

Gain a competitive edge in litigation with science-backed insights into user behavior and dark patterns.

Get the silver bullet in litigation cases and before regulators

Our Dark Patters User Testing Lab provides scientific evidence of manipulation and deception - or the absence thereof. The ultimate evidence that will make a differece in your case.

Solutions

Deceptive Design AI Agent

Ever wanted to prevent dark patterns from even becoming live? We've got you! That's why we created our Deceptive Design AI Agent. It empowers designers and developers to avoid creating new dark patterns at the mockup or integration stage.

Dark Pattern Screening

Our AI solution finds dark patterns and other digital violations on sites and app. It provides a risk prioritization and easily implemented design solutions.

Figma Plug-in

Our Figma Plug-in enables your designers to scan their designs at the mockup stage and fix any potential digital violations before they go live.

Consent Scanner

Gain instant insights on cookie practices across digital platforms, helping you uphold privacy standards and ensure compliance across websites.

Online Manipulation Observatory

We systematically scan sectors and key market players to detect, classify, and quantify dark patterns and digital compliance risks.

Fair User Lab

A range of qualitative, quantitative and eye tracking research services to understand if products use any problematic dark patterns

Identifies both text, design and code issues, and understands context

Issues spotting + digital solutions

Legal advice easily embedded into interfaces

AI agent to avoid creating new breaches

Training

Unlock the power of fair design with our comprehensive training programmes.

Deceptive design and digital harms uncovered

Detect deceptive UX and turn risk into responsibility.

Design for trust and compliance

Design for trust, compliance, and long-term impact.

Free resources

Publications

Research and articles about dark patterns, user behaviour and law.

Regulations

Laws and regulations from around the world that relate to dark patterns.

Cases

Legal cases and enforcement actions from around the world that relate to dark patterns.

Jobs

Employment opportunities that relate to dark patterns and related areas

Upgrade your compliance knowledge

Free resources
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Updated weekly with new research and cases.
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100+ Publications
300+ Regulations
300+ Cases
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Amurabi helped us think out of the box in a very powerful way

Jolling de Pree

Partner at De Brauw

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Name Surname

Position, Company name

Marie Potel-Saville, Co-Founder & CEO of FairPatterns, is available for keynote speeches and speaking engagements.

Speaking & Media

Marie Potel-Saville, Co-Founder & CEO of FairPatterns, is available for keynote speeches and speaking engagements.

Expertise Areas

• Dark Patterns & Digital Manipulation 
• AI Ethics & Trustworthy Design 
• Digital Fairness Regulations (GDPR, DSA, Digital Fairness Act) 
• Consumer Protection in Digital Ecosystems  
• Ethical AI Implementation

Invite Marie to Speak

Bring ethical design to the stage with Marie’s keynote on dark patterns and user trust.

News

Fair Patterns Podcast and Blog

Exploring the intersection of ethics, design, and compliance in the digital world

Dark Patterns: An Invisible Trap in Everyday Digital Experiences
March 19, 2026

Dark Patterns: An Invisible Trap in Everyday Digital Experiences

In this Radio Classique interview with Stéphane Pedrazzi, Marie Potel-Saville explains how dark patterns manipulate user behavior by exploiting cognitive biases, and why they remain widespread despite existing regulations. She also highlights the growing legal pressure on these practices and introduces fair patterns as a transparent and sustainable alternative that supports user autonomy while remaining economically viable.
Join Fair Patterns - We're Hiring a Legal Engineer Intern
March 18, 2026

Join Fair Patterns - We're Hiring a Legal Engineer Intern

Join Fair Patterns as a Legal Engineer Intern and work at the intersection of law, AI, and design to help detect and fix dark patterns at scale. In this role, you will contribute to auditing digital interfaces using our AI solution, support research on global digital regulations, and explore topics such as AI fairness, explainability, and governance. This is a hands-on opportunity to collaborate with a multidisciplinary team and gain experience in human-centered legal innovation while making a real impact on creating fairer digital experiences.
Designing Trustworthy AI Products
March 5, 2026

Designing Trustworthy AI Products

In this DataCamp webinar, Marie Potel-Saville and Sara Vienna discuss how AI product teams can design systems users can rely on. The conversation explores dark patterns in AI interfaces, the importance of preserving user agency, and why trustworthy AI begins with thoughtful product design.

Awards & Associations

Expertise

Meet Our Team

Our expert auditors, researchers, and legal professionals.

Marie Potel-Saville (from collection below)
Founder CEO
Mathilde Da Rocha
Research Specialist
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