Agent execution & deliverables
Manus agent runs: meeting minutes capture, working status with file edits, structured task completion, and slide preview modal.

Meeting minutes recording start card with consent copy.
What's happening
Manus shows autonomous work transparently: dedicated capture for meeting minutes, live recording feedback, file edit traces during runs, structured completion chips, and modal preview for slide deliverables.
Patterns
Structured output sections and 1/1 completion state
File edit cards and elapsed time during runs
Dedicated recording surface with waveform feedback
UX Insights
- •Capture modes get their own UI before chat output
- •File edit cards show filesystem-level agent work
- •Completion chip links task intent to deliverable
- •Honest empty-state copy when input has no signal
- •Slides graduate to filmstrip preview modal
Design Decisions
Manus optimizes for delegated artifacts, not conversational replies. Progress, files, and previews justify credit spend and build trust during multi-minute runs.
More case studies

Output & Refinement
ChatGPT renders structured answers in the thread with reasoning activity, version navigation, feedback, sharing, and selection-based refinement into writing blocks.

Response Refinement
ChatGPT provides a contextual menu on AI responses that allows users to refine or modify the output with specific instructions like "Try again", "Add details", "More concise", "Search the web", or "Think longer" without retyping their prompt.

Output & Refinement
Claude keeps short answers in the message stream with per-message actions, non-destructive Try again, and version navigation.

Model Switcher with Hierarchy
Claude implements a tiered model selection system that balances simplicity with power user needs. The main dropdown presents three current models with clear use-case descriptions, while a "More models" submenu provides access to legacy versions.
More real-world AI UX in your inbox
Weekly gallery picks, interface patterns, and notes on how products ship AI - no spam, unsubscribe anytime.