Dark pattern
A dark pattern is a user-interface or interaction design that manipulates or steers people’s choices, often by obscuring options or making actions difficult.
Introduction to Generative AI, Second Edition
A deceptive design pattern is a user-interface design that manipulates users into taking actions or makes desired actions difficult to perform or avoid.
- How it is used
- Frames deceptive interface choices as a risk to trust and healthier human–chatbot relationships.
- How deep it goes
- Defines manipulation and gives interface examples, stopping short of implementation details or formal classification.
- Examples
- Uses buried settings, oversized preferred buttons, lowercase alternatives, incessant notifications, and sycophantic chatbot personalities.
- What you can do after
- Evaluate chatbot features for manipulative engagement tactics and their possible effects on human–chatbot relationships.
Read how Introduction to Generative AI, Second Edition explains dark pattern →
Data for All
A dark pattern is a user-interface design technique that steers people toward or away from choices by making some options harder to understand or select.
- How it is used
- Frames interface design as a mechanism for influencing cookie choices, tracking, and advertising value.
- How deep it goes
- Defines the practice and illustrates it through enforcement cases, but stops short of design taxonomies or implementation detail.
- Examples
- Uses cookie opt-outs involving Google, Facebook, Amazon, and French regulator CNIL enforcement.
- What you can do after
- Evaluate cookie interfaces by recognizing when refusal is deliberately harder than acceptance and connected to tracking incentives.
Related concepts
- endless scrollcontrasts with · Endless scroll is an interface pattern that progressively loads additional content as a user approaches the end of a scrollable page or list.
- conversational aiused by · Conversational AI is artificial intelligence that enables software systems to interact with users through natural-language dialogue.
- GDPRaddresses · The General Data Protection Regulation (GDPR) is a European Union regulation governing the processing of personal data and protecting individuals’ rights concerning that data.
These guides are generated from the text of Manning books by Manning's knowledge graph and link to the sections they draw on. The full books are available on liveBook and at manning.com.

