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Content Production Posts

The Cost-Per-Domain Inversion: How AI Killed Manual Content Authoring

The single largest cost line for traditional edtech companies is content production. Kaplan, Princeton Review, Wiley, Pearson, Cengage, McGraw-Hill, ETS — all spend roughly the same amount per training module, and have for decades. The number is between $10,000 and $50,000 per domain (where "domain" means a single certification exam, a single textbook chapter, or a single training course), and it covers a subject-matter expert's time, an editorial pass, accuracy review, item-writer effort, multimedia production, and platform integration.

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