Blog
Latest news, Technical Articles & Resources

Agentic AI UX Design: Proactive, Private, and Human-in-Control Principles for On-Device AI Agents
Agentic AI is redefining UX. The next generation of AI interfaces won’t succeed by being faster — they’ll succeed by being more intentional, transparent, and human-centered.

Beyond the Blue Link: UX Patterns for Google’s AI Overviews, AI Mode & Answer Engines
The blue link isn’t dying — it’s evolving. As AI Overviews redefine how users search, the real opportunity isn’t winning the answer, but designing what happens next. This article explains how post-answer UX, interactive content, and new SEO metrics are shaping the future of search.

Dark Patterns UX Risk: What the Amazon Case Signals for UX in 2026
Most merchants treat 3DS2 and checkout speed as separate problems. They aren’t. This article shows how slow interaction performance (INP) amplifies 3DS2 friction—causing “broken” checkout experiences and higher drop-off. Learn the optimization patterns that improve responsiveness, reduce challenge pain on mobile, speed up frictionless flows, and protect conversion while reducing fraud.

Explainable Personalization: The Fastest Way to Stop ‘Creepy’ UX Is to Show Your Math
Personalization becomes uncomfortable when it’s accurate but not understandable. This article explains how “showing your math” turns eerie recommendations into trusted service by revealing the input signals, the logic behind the suggestion, and the controls users can change. Explainability doesn’t reduce personalization—it protects data quality, prevents user gaming, and creates a trust flywheel.

GDPR Cookie Consent UX in 2025: Banners and Preference Centers That Comply Without Killing Engagement
Regulators are now enforcing cookie consent compliance based on interface design—not just technical settings. This guide shows how to build GDPR-ready cookie banners and preference centers with symmetrical Accept/Reject choices, plain language, and fewer dark patterns. It also explains how audience-measurement exemptions can preserve essential analytics without adding consent fatigue.

Checkout without regret: Balancing 3DS2 and web performance to reduce drop-off
Most merchants treat 3DS2 and checkout speed as separate problems. They aren’t. This article shows how slow interaction performance (INP) amplifies 3DS2 friction—causing “broken” checkout experiences and higher drop-off. Learn the optimization patterns that improve responsiveness, reduce challenge pain on mobile, speed up frictionless flows, and protect conversion while reducing fraud.