Open models become an enterprise cost and ecosystem strategy
Organizations continue exploring open-weight and self-hosted systems to reduce API costs and vendor dependence. New economics discussion reinforces that workload, utilization, networking, electricity, token-per-watt efficiency, staffing, operations, licensing, and evaluation determine savings; open deployment can improve control without automatically delivering sovereignty or lower total cost.
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Updated Sep 22, 2026