IBM CEO Arvind Krishna claims open-weight models can deliver about 90% of frontier-model effectiveness at 10–25% of the token cost. He argues cheaper models can serve business tasks such as email summarization and contract review, while noting the need for expertise in GPU networking, kernels and caching. These are management assessments from an earnings call, not a disclosed named benchmark or a full cost comparison including staff and equipment.
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IBM's CEO makes the case for open-weight models on premises
Token-cost claims are not a verified comparison of total operating costs