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Most B2B teams have solved content production with AI but skipped the measurement layer entirely. This framework shows exactly which five KPIs to instrument first, and what each untracked stage costs across a content asset's 3.5-year lifespan.

Google's March 2026 core update split content teams into two camps based on one variable: whether anyone was watching the data. This post models the exact measurement infrastructure a two-person team needs to build before scaling AI content production, and shows the dollar difference between teams that instrument first and teams that automate without tracking.