Can I review AI changes before accepting them?
Yes. Reviewable ChangeSets are central to Cairn's AI workflow.
Reviewable AI ChangeSets for engineering models
Cairn does not treat AI as a black box that silently rewrites your project. AI-proposed edits become ChangeSets: reviewable bundles of model operations that show what will be created, updated, or deleted.
That makes AI useful without making the engineering model ungoverned.
What you bring
- AI-assisted model operations
- Manual edits
- Review decisions
- Specialist and prompt context
What Cairn creates
- ChangeSet summaries
- Author metadata for user or AI edits
- Create, update, and delete operations
- Before and after payloads
- Review context and partial acceptance metadata
What this helps you do
When AI edits structured engineering data, trust depends on review. Cairn keeps a history of model changes so engineers can see what happened, why it happened, and which specialist or prompt produced the change.
Why this matters for AI-assisted engineering
Unreviewed AI edits make engineering models hard to trust. Cairn separates proposal from application: AI drafts operations, validation checks them, and the engineer decides which changes become part of the model.
FAQ
Does Cairn record manual edits too?
Cairn records model changes so the history remains useful across manual and AI-assisted work.
Is this a replacement for formal enterprise change control?
No. Cairn provides early-stage model history and reviewability, not a full enterprise configuration-management system.