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Google's March 2026 core update made one thing clear: unreviewed AI content is a liability, not an asset. Using the NP Digital 744-article dataset and post-update traffic data, we model the exact per-article cost of adding a structured human-review checkpoint, and pinpoint the specific review-time threshold below which hybrid workflows beat both pure AI and pure human content on cost-per-compounding-asset.

B2B content teams optimizing for both organic rankings and AI Overview citations with a single workflow are quietly losing ground on both. Here's a month-by-month cost model showing exactly when a split production approach pays for itself, and the 5:3 budget split that outperforms either strategy alone.