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productdeep-diveHow Free Content Acquires Customers for Another Business

Does Content Acquisition Pay? CAC, Gross-Margin LTV, Payback, and Attribution

Content CAC divides complete production, distribution, tooling, and labor cost by new paying customers in the same cohort. Judge it with gross-margin LTV and payback—not leads, sitewide averages, or a universal 3:1 slogan.

#content-marketing#cac#ltv#unit-economics#content-business#attribution
productdeep-diveAI Search Is Rewriting the Content Business

From SEO to Direct Brand Demand: AI Search Changes the Entrance, Not the End of Search

SEO still makes content discoverable, but AI answers no longer turn every exposure into a click. Direct brand demand must be measured across branded queries, identifiable returns, activation, and conversion—not by labeling all direct traffic as brand.

#ai-search#seo#content-business#brand#attribution