Overview
How might we design conversation summary so people can trust and act on AI output?
When this pattern fits
- Essential for applications with long conversation threads, team collaboration tools, and knowledge management platforms where users need to quickly understand conversation context and key points.
When to skip or lighten it
- Short chats where a summary is longer than the thread.
- Sensitive threads where summarization would expand who can see content.
- Realtime voice turns where summary should wait until a natural pause.
States
State model coming soon
Key UX elements
Key UX elements coming soon
Anti-patterns to avoid
Summaries that invent decisions not present in the thread.
No link back to the turns that allegedly support each bullet.
Auto-replacing the transcript without preserving the full history.
Stale pinned summaries after the conversation continues.
How products use it
| Product | Implementation |
|---|---|
| ChatGPT | Users ask for or receive condensed recaps of long threads. |
| Claude | Project and chat summarization for long-context handoff. |
| Notion AI | Summarize page or discussion content into action-oriented briefs. |
| Slack AI | Channel and thread summaries for catch-up in busy workspaces. |
Implementation
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Generate a production-ready implementation of the "Conversation Summary" AI interface design pattern.
Pattern Definition:Frequently asked questions
What is the conversation summary pattern?
Conversation summary auto-generates a short overview of a long chat (key topics, decisions, and action items) so users can catch up without reading every message.
Should summaries update automatically?
Prefer refresh on demand or on clear milestones (end of meeting, thread lock). Silent continuous rewrites make quotes and shares unstable.
How do summaries relate to memory?
A summary is a compressible view of one thread. Memory promotes selected facts across sessions. Do not write summaries into long-term memory without a scope choice.
What should a good summary include?
Goal, decisions, open questions, and action items with owners if present. Omit flourish. Link or cite turns when accuracy matters.