Where AI Automation Actually Improves Marketing ROI

Separate useful automation from busywork by focusing on repeatable decisions, handoff quality, and performance feedback.

Key signals: Workflow fit, Human review, ROI lift.

Use this framework as a working note for aligning strategy, content, and growth execution around one clear decision.