01
Deterministic undo/redo, revision history and conflict locking
Estimated effort
100-220 hrs
AI-assisted to from scratch
Engineering cost (US)
$11k-$24k
Full-tree snapshots (history.push(deepClone(pageTree))) are fine in a demo. On real pages, hundreds of snapshots with large embedded payloads, plus re-rendering the whole tree on every change, freeze the main thread. The harder problem is schema: change a block's props and every stored page that uses it needs migrating.
What you actually build: Command-pattern state patches (JSON Patch or Immer patches) that track granular prop, style and structural mutations without freezing the main thread.
The multi-tenant complexity: Separating ephemeral local undo stacks from persistent database revisions, building visual diff and restore, and real-time page locking so two team members, or a person and an AI agent, never silently overwrite each other's drafts.
How chaipro covers it: Undo/redo in the editor, database-backed revision history with one-click restore, draft-first publishing and real-time page locking, out of the box.

