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Plan production time around review and revision

AI assistance changes how work is distributed; it does not remove the need for scheduling, approvals and quality control.

Ai-assisted animation learning and planning

Map dependencies

List which tasks depend on an approved design, shot or asset. Parallel experiments can still be blocked by a single unresolved creative decision.

Track realistic costs

Include generation, selection, cleanup and rework in the estimate. Separate a learning experiment from a schedule that a team can reasonably commit to.

Keep a fallback

Preserve a manual route for important deliverables. Review estimates after a pilot and make uncertainty visible rather than presenting a single optimistic completion time.

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