Fair Patterns ›
Resources
A knowledge hub covering dark patterns, research, regulations, legal cases and industry insights.
The Fair Patterns Library
The Fair Patterns Library is a research-driven collection of interface patterns designed to counter dark patterns, addictive design and protect user autonomy.
We introduced and published he concept of Fair Patterns in 2023, before the first draft of the Digital Fairness Act. We define it as interfaces that empower users to make free and informed choices online.
The concept was developed through three years of research and development, leading to a scientific publication, selected by the European Commission and INRIA to be presented at the 2023 Annual Privacy Forum.
Read the paper here.
The Fair Patterns Library contains a wide range of patterns designed to counter addictive and manipulative design practices. The examples shown here represent only a small extract of the full library.
These patterns are used to power hundreds of AI detection agents within the FairPatterns platform, enabling automated detection and remediation of digital manipulation and addictive design.

Neutral or protective default

Adequate
information
Publications
A collection of research papers, articles and expert insights on digital manipulation, user behaviour and digital regulation.
Regulations
A growing database of global regulations related to dark patterns, digital manipulation and user protection.
Cases
A growing database of legal cases from around the world involving dark patterns, digital manipulation and deceptive design practices.
Jobs
Employment opportunities related to digital regulation, enforcement, consumer protection and dark pattern research.



