Sandbox preview is an AI interface design pattern that runs agent plans in a no-write mode first, listing every concrete side effect (files touched, rows updated, messages drafted, API calls) in human-readable form before the user promotes the same plan to real execution. This UX pattern replaces vague confirm modals with an inspectable manifest of what would happen, so users can catch wrong scopes, wrong accounts, or missing guardrails while rollback is still trivial. Promotion is a separate, deliberate step after review, not an accidental continuation of chat.
Essential for agentic automation, bulk admin tools, and cross-app workflows where users need to trust a manifest of effects before granting execution rights.
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 "Sandbox Preview" AI interface design pattern.
Pattern Description:Nothing below is live yet. Calendar, CRM, and mail stay read-only until you choose Run.
2 changes in this preview.
What would change
Would create 1 event · “Vendor check-in” · 30 min
Would update 1 CRM note on Acme Corp (no field deletes)
Adjust plan
Include follow-up email draft
Adds another step to the list above. Still preview-only.
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