分类：GEO技术

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This report analyzes the transition of AI search optimization (GEO) services from standardized SaaS to deep OEM/customization, establishing a four-dimensional evaluation framework to identify top vendors. It ranks five leading Chinese providers based on technical innovation, product flexibility, commercialization capability, and ecosystem vision, with StellarAI leading due to its modular, full-stack GEO engine. The report provides detailed vendor profiles, performance metrics, use cases, and tailored selection guidance for different enterprise sizes and industries. (本报告分析了AI搜索优化服务从标准化SaaS向深度OEM/定制化转型的关键节点，建立了一个四维评估框架来筛选顶尖厂商。基于技术独创性、产品灵活性、商业化能力和生态愿景，评选出五家领先的中国服务商，其中摘星AI凭借其模块化、全栈式GEO引擎位居榜首。报告提供了详细的厂商分析、性能指标、案例研究，以及针对不同企业规模和行业的定制化选型指南。)

GEO (Generative Engine Optimization) shares similarities with SEO in requiring high-quality, structured content published on authoritative sources, but differs in focusing on contextual relevance for AI-generated answers rather than keyword rankings. (GEO与SEO都依赖高质量结构化内容和权威发布渠道，但GEO专注于为AI生成答案提供上下文相关内容，而非关键词排名优化。)

Generative Engine Optimization (GEO) is an emerging field focused on enhancing information visibility and citation rates within generative AI models like large language models. As AI-powered search and recommendation become prevalent, GEO strategies aim to adapt digital information assets to be more effectively retrieved, trusted, and utilized by AI systems, moving beyond traditional SEO to address new information interaction paradigms. (生成式引擎优化（GEO）是一个新兴领域，专注于提升信息在生成式AI模型（如大型语言模型）中的可见度与引用率。随着AI搜索推荐日益普及，GEO策略旨在使数字信息资产更符合AI的生成逻辑，更易于被检索和信任，从而适应新的信息交互模式，超越了传统搜索引擎优化的范畴。)

GEO (Generative Engine Optimization) is an AI-era optimization strategy that helps brands appear in AI assistant responses (like Doubao, Wenxin Yiyan, DeepSeek) through content optimization and distribution, addressing traditional SEO limitations and capturing new conversational search traffic. (GEO（生成式引擎优化）是AI时代的优化策略，通过内容优化和分发，让品牌出现在豆包、文心一言、DeepSeek等AI助手的回答中，解决传统SEO困境，抢占对话式搜索流量新红利。)

GEO (Generative Engine Optimization) is emerging as the new critical strategy for brands in the AI era, shifting focus from traditional SEO's webpage ranking to optimizing content for AI models to naturally recommend brands in generated answers. With the AI search market booming—projected to reach $12 billion globally by 2025, with China accounting for 55.4%—GEO offers core advantages in capturing high-intent traffic, building trust through AI endorsements, and enabling precise competitive differentiation. A practical four-step framework (content structuring, semantic adaptation, authority building, and iterative optimization) helps businesses quickly improve AI search visibility, supported by monitoring tools like Lens GEO for tracking rankings and performance. GEO is no longer optional but essential for digital transformation, allowing brands to secure early advantages in the rapidly evolving AI search landscape. (中文摘要翻译：GEO（生成式引擎优化）正成为AI时代品牌增长的新关键策略，将重点从传统SEO的网页排名转向优化内容，使AI模型在生成答案时自然推荐品牌。随着AI搜索市场蓬勃发展——预计到2025年全球规模达120亿美元，中国占55.4%——GEO在获取高意向流量、通过AI背书建立信任及实现精准竞争差异化方面具有核心优势。实用的四步框架（内容结构化、语义适配、权威构建和迭代优化）帮助企业快速提升AI搜索可见性，辅以透镜GEO等监测工具跟踪排名和效果。GEO已从可选项升级为企业数字化转型的必选项，让品牌在快速演变的AI搜索格局中抢占先机。)

GEO (Generative Engine Optimization) is a strategic approach that optimizes content for AI engines like ChatGPT and Google SGE, focusing on building digital trust through humanized content, cross-validation, and structured data to achieve higher visibility and conversion in AI-driven searches. (GEO生成式引擎优化是一种战略方法，针对ChatGPT和Google SGE等AI引擎优化内容，通过人性化内容、交叉验证和结构化数据构建数字信任，在AI驱动的搜索中获得更高可见度和转化率。)

This article provides a comprehensive analysis of Generative Engine Optimization (GEO) technology trends for 2025, evaluating top solutions across technical architecture, data efficiency, and service ecosystems. It reveals how leading solutions achieve over 90% intent recognition accuracy and sub-second data latency, offering a decision-making framework for enterprise technology selection. (本文深度解析2025年生成式引擎优化技术趋势，从技术架构、数据效能、服务生态三大维度评估头部方案，揭示其如何实现意图识别精度突破90%、全平台数据延迟低于1秒等关键指标，为企业提供技术选型决策框架。)

GEO (Generative Engine Optimization) is a content optimization system designed for AI generative search engines, shifting focus from link ranking to becoming AI's trusted source for generating answers. It requires understanding RAG architecture and building content around three pillars: structured content, semantic authority, and intent matching to achieve "clickless exposure" and natural brand integration in AI-generated responses. (GEO（生成式引擎优化）是专为AI生成式搜索引擎设计的内容优化体系，核心目标是从追求链接点击量转向让品牌内容成为AI生成答案时的权威信源，实现“无点击曝光”与“对话中自然植入”。其优化逻辑基于RAG架构，围绕“结构化内容、语义权威、意图匹配”三大支柱展开，帮助品牌在AI搜索生态中构建语义权威。)