Four weeks, three enterprise customers, same pattern across all three.
English summary
Over four weeks, three enterprise customers exhibited the same pattern: most inference spending goes to retrieval loops. A generic index lacks domain-specific knowledge, query types, and task structure, causing the retrieval loop to run before the model can reason. Pinecone's Nexus compiles knowledge before the query to address this inefficiency. The full results are available at the provided link.
Chinese summary
在四周内，三个企业客户表现出相同模式：大部分推理开销用于检索循环。通用索引缺乏领域知识、查询类型和任务结构，导致检索循环在模型推理之前运行。Pinecone的Nexus在查询前编译知识以解决此低效问题。完整结果可通过提供的链接获取。
Key points
Three enterprise customers over four weeks showed identical pattern: most inference spend is on retrieval loops.
四个星期内三个企业客户显示相同模式：大部分推理开销用于检索循环。
A generic index lacks domain knowledge and task structure, so retrieval runs before reasoning.
通用索引缺乏领域知识和任务结构，因此检索在推理之前进行。
Nexus compiles knowledge before the query to optimize inference efficiency.
Nexus在查询前编译知识以优化推理效率。
Link to full results is provided for further details.
提供完整结果链接以获取更多细节。