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Why Per-Seat AI Pricing May Be Costing Enterprises Far More Than They Realize

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Enterprise companies are increasingly signing per-seat AI licensing deals that cover every employee, despite data suggesting only around 10% of staff become active, regular users of such tools. A software utilization analyst who audits Fortune 500 companies argues this creates a lopsided dynamic where organizations pay for thousands of unused licenses each month. The per-seat model made logical sense for traditional SaaS tools, where each employee needed individual access to perform their work, but AI functions more like an on-demand reasoning engine with uneven usage patterns. Critics compare the arrangement to gym membership economics, where vendors rely on the majority of paying customers never actually using the service. Since AI is marketed as a tool that reduces the number of people needed to complete a task, charging based on headcount is seen as a legacy pricing structure misapplied to a fundamentally different technology.

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