最核心的变化,是商业化结构的转型。智谱正在慢慢摆脱对项目制私有化部署的依赖,转向标准化的MaaS服务。私有化部署的收入虽然稳定,但很难规模化,而API服务是标准化的,客户按调用量付费,不用自己部署维护,智谱也不用为每个客户投入专门的定制化团队,边际成本会随着调用量的增加快速下降,这是实现规模化盈利的关键。
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Sarvam 30B supports native tool calling and performs consistently on benchmarks designed to evaluate agentic workflows involving planning, retrieval, and multi-step task execution. On BrowseComp, it achieves 35.5, outperforming several comparable models on web-search-driven tasks. On Tau2 (avg.), it achieves 45.7, indicating reliable performance across extended interactions. SWE-Bench Verified remains challenging across models; Sarvam 30B shows competitive performance within its class. Taken together, these results indicate that the model is well suited for real-world agentic deployments requiring efficient tool use and structured task execution, particularly in production environments where inference efficiency is critical.