A selection of canvas nodes and edges can be saved as a node group and inserted again later. This is the current reuse mechanism for repeatable graph structure.
Reuse safely
After inserting a saved group:
- Reconnect the intended Brand Kit and Campaign.
- Replace stale reference media.
- Confirm current model availability and cost.
- Run one representative asset.
- Review before multiplying the workflow.
Async generation
Video and image-to-video work can continue after the first request returns. Painter stores a prediction state and completes the job through a verified callback. The interface can read progress through polling or realtime state.
If the page reloads, check the existing prediction first. Do not submit the same job again unless the first attempt has reached a failed terminal state.
Brand DNA score
Generated assets can carry a Brand DNA score and dimension breakdown. Use it as a review signal, not as approval. Some dimensions are available only for certain asset types or metadata, and failed dimensions can be skipped.
Delivery record
Before an external handoff, keep:
- asset and workspace,
- Brand Kit and Campaign,
- model and cost-driving options,
- generation attempt state,
- score breakdown if present,
- limitations,
- named human approver.
This record makes a result reviewable without pretending Painter replaces accountable release decisions.