Ambient Intelligence Examples
October 16, 2025UI components that get smarter with use. Each component observes behavior, learns patterns, and adapts over time.
Command Palette
Universal search and action menu. Press ⌘K to navigate pages, run actions, or search content. Learns from usage to prioritize what users need most.
Smart Search
Search that understands intent and context. Surfaces results before users finish typing. Learns from clicks and adapts ranking.
Smart Form
Forms that auto-fill fields based on previous entries. Validates intelligently, suggests corrections, learns from behavior.
Smart Table
Tables that remember preferences. Learns which columns users view most, preferred sort orders, and filter combinations. Applies saved preferences on return visits.
Smart Notification
Notifications that adapt timing and placement based on behavior. Learns when users are most likely to engage, avoids interrupting flow states.
Smart Filter
Filters that remember preferences and suggest relevant options based on context. Learns which combinations users apply together.
Smart Tags
Tag inputs that suggest tags as you type. Learns from commonly used combinations and surfaces relevant suggestions based on context.
Smart Tooltip
Tooltips that appear when users seem stuck. Detects hesitation patterns and surfaces relevant guidance. Disappears when users demonstrate understanding.
Smart Input
Text inputs that suggest completions as you type. Learns from user patterns and context to provide relevant suggestions.
Smart Select
Dropdowns that learn from selections. Frequently chosen options appear first, reducing clicks. Works for categories, tags, countries, or any select field.
Building this into a component library. Works with all modern frameworks. Copy the code, drop it in your project, and it starts learning.
Interested in trying it early or have ideas? Say hi.