Unverified50% confidenceOpinionExact time
DeepResearch executes multi-step, long-running processes, with both running cost and time far higher than ordinary queries, so codifying the research framework is valuable.
1
Sources
50%
Confidence
Long-term
Relevance
10/13/2026
First Seen
Sources
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VerifiedDeep Research能够自主规划研究路径、在互联网上执行多轮搜索、阅读并综合数十乃至上百个网页内容,最终生成结构化的深度报告79% similarUnverified深度研究单次任务通常涉及数十次API调用和多轮推理链,token消耗可达普通对话的数十倍76% similarUnverifiedComputationally intensive Deep Research is the feature most susceptible to cost pressures, giving service providers an incentive to reduce search iteration rounds, shorten reading depth, or substitute a smaller model for the flagship model.75% similarUnverifiedThe core difference between Deep Research and single-pass retrieval Q&A lies in iterative reasoning, where each round of search results updates the agent's understanding of the problem and generates a more precise query for the next round.74% similarUnverifiedA common characteristic of deep research products is that they extend execution time from the second level to the minute level in exchange for comprehensive reports covering dozens or even hundreds of information sources.74% similar
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