Unverified50% confidenceSolutionExact time
RAG可使企业无需重新训练模型，即可将私有知识库与通用大模型能力相结合
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/6/2026
First Seen
Valid until: 10/4/2026
Sources
AI大模型开发学习路径：从零基础到企业实战完整指南
bilibili大模型AI应用7/4/2026
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UnverifiedRAG是目前企业落地最多、最成熟的技术方向，无需重新训练模型、成本可控75% similarVerifiedRAG（检索增强生成）相比微调（Fine-tuning）的优势在于无需重新训练模型、知识可实时更新、可追溯答案来源72% similarVerifiedRAG（检索增强生成）通过搭建外部知识库让Agent在回答前先检索相关资料，从而突破模型训练数据局限68% similarUnverified当团队没有MLOps工程师、需要快速上线、或用例不构成竞争优势（如RAG、文本摘要、聊天机器人等标准化场景）时，应该直接购买成熟LLM平台63% similarUnverifiedCompanies no longer need to train their own large models but instead want to deploy existing LLM capabilities into real-world applications62% similar
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