Proactive Nudge

Proactive nudge is an AI UX pattern that offers subtle, contextual hints or assist suggestions without an explicit user prompt. It helps discovery and quality when timed to the task, not on every idle second, and must respect dismissals so users are not trained to ignore help.

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Interactive demo

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Overview

The design problem

How might we design proactive nudge so people can trust and act on AI output?

Use this pattern

When this pattern fits

  • Perfect for writing tools, productivity applications, and platforms where proactive, non-intrusive suggestions help users discover features and improve their work.

Avoid this pattern

When to skip or lighten it

  • Users in focused flow who dismissed help repeatedly.
  • High-stakes screens where any popup causes errors.
  • Suggestions with low confidence that add noise.

States

State model coming soon

Key UX elements

Key UX elements coming soon

Anti-patterns to avoid

  • Modal nudges on every session start.

  • Nudge with no dismiss or snooze forever.

  • Same tip after user already used the feature.

  • Nudges that block primary action buttons.

How products use it

ProductImplementation
GrammarlyInline suggestions while typing without opening a panel.
Microsoft WordEditor nudges for clarity and style.
Google DocsSmart compose and assist chips in context.
NotionAI assist prompts when selecting blocks or empty pages.

Implementation

Copy this prompt to generate a production-ready implementation in Cursor, Claude Code, Lovable, or any AI coding agent.

Generate a production-ready implementation of the "Proactive Nudge" AI interface design pattern.

Pattern Definition:

Frequently asked questions

Nudge vs contextual AI suggestions?

Nudges are lighter hints. Contextual suggestions propose a specific AI action with a button.

How often?

Cap frequency per feature and respect dismissals across sessions.

Measure success?

Accept rate and task completion lift, not just impressions.

Accessibility?

Nudges must not steal focus; offer keyboard dismiss.

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