
Deep dives
How to Design AI Citations & Sources UX
A build playbook for grounded answers: Trust Scaffolding, citation pattern demos, and ChatGPT vs Perplexity teardown lessons.
AI UX Playground · Updated Jul 14, 2026 · 12 min
Long-form pattern essays with embedded demos: chat composers, trust stacks, agent autonomy, onboarding, visual AI controls, and product philosophy breakdowns.

Deep dives
A build playbook for grounded answers: Trust Scaffolding, citation pattern demos, and ChatGPT vs Perplexity teardown lessons.
AI UX Playground · Updated Jul 14, 2026 · 12 min

Deep dives
A build playbook for AI intent capture: Chat UX patterns plus ChatGPT vs Claude vs Perplexity vs Gemini composer teardown lessons.
AI UX Playground · Updated Jul 14, 2026 · 12 min

Deep dives
A build playbook for keepable AI output: artifacts, refinement, and ChatGPT vs Claude vs Perplexity vs Gemini teardown lessons.
AI UX Playground · Updated Jul 14, 2026 · 12 min

Deep dives
A build playbook for inspectable continuity: memory controls, persona settings, and ChatGPT vs Claude vs Perplexity teardown lessons.
AI UX Playground · Updated Jul 14, 2026 · 12 min

Deep dives
A build playbook for time-to-first-success: example prompts, wizards, and Notion AI vs Lovable vs Manus teardown lessons.
AI UX Playground · Updated Jul 14, 2026 · 12 min

Deep dives
Human-in-the-loop UX is the set of approval, edit, and handoff controls that keep a person in charge of consequential AI actions. The model can draft, plan, and prepare. A person owns send, spend, deploy, or delete.
Bestfolios · Updated Aug 18, 2026 · 12 min

Deep dives
Citations, memory, thread navigation, export, and recovery patterns that turn AI chat from a demo into dependable infrastructure.
AI UX Playground · Updated Apr 14, 2026 · 12 min

Deep dives
How to make AI chat interfaces clear, controllable, and trustworthy with proven UX patterns.
AI UX Playground · Updated Apr 8, 2026 · 12 min
Deep dives
Same technology, different visions. How ChatGPT and Claude's interface choices reveal competing philosophies about AI's future.
AI UX Playground · Updated Dec 30, 2025 · 10 min
Deep dives
Capability doesn't equal adoption. Here are seven UX patterns that build trust through interface design itself.
AI UX Playground · Updated Dec 15, 2025 · 8 min
Deep dives
Building a chat UI for your AI app? These patterns separate amateur interfaces from products people actually want to use.
AI UX Playground · Updated Dec 8, 2025 · 7 min
Deep dives
Cursor isn't winning because of its AI. It's winning because of how that AI is surfaced.
AI UX Playground · Updated Dec 1, 2025 · 7 min
Deep dives
When AI goes from answering questions to taking actions, everything about interface design changes.
AI UX Playground · Updated Nov 24, 2025 · 8 min
Deep dives
Generative image AI is powerful. These patterns make it usable.
AI UX Playground · Updated Nov 17, 2025 · 6 min
Deep dives
Users don't know what to ask. Here's how the best AI products teach them.
AI UX Playground · Updated Nov 10, 2025 · 6 min
Each deep dive explains a cluster of related interface patterns: how they work, when to use them, and what breaks in production. This hub includes 15 essays with embedded demos linked to the main pattern catalog.
Deep dives are narrative glue across multiple catalog patterns. A trust or chat essay connects five to seven patterns with product context; each demo links to a full pattern page with definition, anti-patterns, and examples.
Teams shipping chat should start with Designing better AI chat (parts 1 and 2). Teams adding autonomy or tools should read Designing for AI agents. Trust and safety work maps to The Trust Stack.