Unverified50% confidenceSolutionExact time

Ramp adopts a hybrid search strategy that combines vector search, attribute search, and keyword search.

1

Sources

50%

Confidence

Medium-term (~90 days)

Relevance

9/3/2026

First Seen

Valid until: 12/2/2026

Sources

How Ramp Rebuilt Its GTM Orchestration System with AI Agents: From Intent to Automated Execution

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Unverified业界主流方案已演进为混合检索（Hybrid Search）策略，通过倒数排名融合（RRF）或加权线性组合合并向量检索与关键词检索结果，可提升召回率和精度76% similar Verified混合检索（Hybrid Search）将向量检索与BM25关键词检索的结果通过RRF（倒数排名融合）等算法合并，兼顾语义理解与精确匹配74% similar Unverified混合梯度与进化的优化方法被学界统称为「模因算法（Memetic Algorithms）」，进化提供全局搜索多样性，梯度提供局部精调效率68% similar

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