AI Error Handling UX: When the AI Gets It Wrong
Your AI feature will be wrong in front of users. Design recovery first: cheap correction, scoped answers, honest uncertainty and a clean human handoff.
9 min read
Design AI features people can judge, steer and recover from: trust, AI states, agent UX and research methods for the AI era.
Your AI feature will be wrong in front of users. Design recovery first: cheap correction, scoped answers, honest uncertainty and a clean human handoff.
9 min read
Autonomy is a design decision, separate from what the model can do. Use five user roles, from operator to observer, to set how much an AI agent does alone.
8 min read
Mixed methods UX research for AI products: which design to pick, where traces and evals fit, how to use AI in synthesis, and where synthetic users belong.
9 min read
UX for AI is the work of making AI features people can judge, steer and recover from. A practical guide to trust, transparency, control and user testing.
8 min read
Generative AI has far more to offer product design than chat interfaces and image generation. Discover how forward-thinking teams are embedding generative capabilities into every layer of the product experience.
3 min read
Financial services demand a higher standard for AI products. Learn how to design AI-powered fintech products that meet regulatory requirements while delivering exceptional user experiences.
3 min read
AI companies face a unique branding challenge: building trust in technology that many people do not fully understand. Learn how to craft a brand strategy that makes your AI company credible and approachable.
3 min read
Research gets ignored when it answers the wrong question. Match methods to decisions, combine qual and quant, and make findings hard to ignore.
6 min read
A design system is not a luxury for large enterprises. Startups that invest in a lightweight design system before Series A move faster, ship more consistently, and scale their product teams with less friction.
3 min read
Traditional UX agencies deliver beautiful mockups that never ship. The product studio model closes the gap between design and engineering, producing work that actually reaches users.
3 min read
Twelve UX patterns for AI interfaces, mapped to Microsoft HAX and Google PAIR: set expectations, show uncertainty, design recovery and let users steer.
6 min read
A day-by-day guide to running a five-day product design sprint, updated for AI: faster prototypes, Wizard of Oz tests for AI features, and the week after.
6 min read