GEO很热，但请别跑错方向！ GEO工作流①之官网GEO能力优化 --如何让自家官网更具AI友好性
　　GEO is very hot, but please don't run in the wrong direction! GEO Workflow ① Website GEO Capability Optimization - How to Make Your Own Website More AI Friendly
　　盘点2026年营销策略关键词，GEO（生成式引擎优化）绝对当仁不让。过去低迷的市场环境下，GEO（生成式引擎优化）似乎成了每个企业市场部想要抓住的“救命稻草”，被寄予品牌曝光与获客的厚望。很多企业的MKTer也从一脸茫然到开始了解、甚至做了一些尝试的动作。但是仍然有许多营销人员在这片新领域仍处于 “盲目探索” 状态，甚至在做一些错误类‘投毒式内容’‘通稿轰炸’的执行方案。忙到最后，锚点打偏，并未取得理想效果。太多人，跑得太快却跑错了方向，把“GEO=蹭 AI 流量”理解成“只要投喂就收录”，却忽略AI 的底层逻辑--先检索、再引用。那么，GEO到底怎么做呢，有没有一个可落实参考的工作流程呢？GEO 是“多线程工程”：内容、渠道、技术、权威并行。一篇文章难以厘清，本篇内容将收回视野，回归到企业“观内”。从权威信源的理解出发，回到企业“如何让自家官网更具AI友好性"，让官网成为权威信源的信任中枢。
　　Taking stock of marketing strategy keywords for 2026, GEO (Generative Engine Optimization) is absolutely right. In the past sluggish market environment, GEO (Generative Engine Optimization) seems to have become a "life-saving straw" that every enterprise marketing department wants to seize, with high hopes for brand exposure and customer acquisition. Many companies' MKTer have also gone from looking confused to starting to understand and even making some attempts. However, there are still many marketers in this new field who are still in a state of "blind exploration", and even implementing some erroneous "toxic content" and "press release bombing" execution plans. Busy until the end, the anchor point went off center and did not achieve the desired effect. Too many people are running too fast but in the wrong direction, understanding "GEO=riding AI traffic" as "as long as they feed, they will be included", but ignoring the underlying logic of AI - searching first, then referencing. So, what exactly does GEO do? Is there a workflow that can be implemented and referenced? GEO is a "multi-threaded project" that combines content, channels, technology, and authority in parallel. It is difficult to clarify an article, so this article will take back the perspective and return to the "view" of the enterprise. Starting from the understanding of authoritative sources, let's return to how companies can make their official websites more AI friendly and become the trust center of authoritative sources.
　　【干货要点｜1分钟速览】-- GEO工作流①之官网GEO能力优化官网GEO能力建设对于AI搜索引擎的必要性1.1 官网是AI搜索平台的信源占比是？1.2 官网是唯一你能“100%控制”的信源1.3 用户决策路越复杂，企业官网越要成为“确定性锚点”GEO策略下你的官网需要做哪些升级？2.1 SEO网站建设 VS GEO网站建设2.2 GEO网站建设4项核心落地任务2.3 《「SEO 官网能力建设 vs GEO 能力增强」对照执行表 1.0》--给你“市场人也能读懂”的官网 GEO 能力清单，让 IT 照着打勾上线即可给这2类企业的启动建议3.1从未做过SEO的企业（0基础）3.2已经做过SEO的企业（进阶）
　　【 Key Points | 1-minute Quick Look 】 -- GEO Workflow ① Official Website GEO Capability Optimization Official Website GEO Capability Construction The necessity of GEO capability construction for AI search engines 1.1 What is the proportion of information sources on the official website as an AI search platform? 1.2 The official website is the only source of information that you can "100% control". 1.3 The more complex the user decision-making process, the more the enterprise official website needs to become a "deterministic anchor". Under GEO strategy, what upgrades do you need to make to your official website? 2.1 SEO website construction vs. GEO website construction 2.2 GEO website construction 4 core implementation tasks 2.3 "Comparison and execution table of" SEO website capacity construction vs. GEO capacity enhancement "1.0- give you a list of GEO capabilities on the official website that" even market people can understand ", and let IT follow the checkmark to provide start-up suggestions for these 2 types of enterprises. 3.1 Enterprises that have never done SEO (0 basics). 3.2 Enterprises that have already done SEO (advanced)
　　1GEO策略下，官网GEO能力建设为何至关重要？
　　Why is it crucial to build GEO capabilities on the official website under the 1GEO strategy?
　　1.1 官网在AI搜索中的信源占比研究结合2025年的最新研究与企业实践，我们可以从国外和国内两个维度，企业官网在AI搜索中的信源占比角度，进行初步分析。 1.1.1 国外官网 AI 搜索平台信源占比下图是国外Yext公司9月份的最新研究，他们对 Gemini、OpenAI 和 Perplexity 等平台超过 160 万个 AI 生成响应的 680 万次引用分析，86% 的引用来源来自营销人员可以直接管理或强烈影响的地方，如品牌的网站、列表和评论。其中，企业官网作为完全可控的信源，占比 44%，是单一渠道中占比最高的信源类型。
　　Based on the latest research and enterprise practices in 2025, we can conduct a preliminary analysis of the proportion of information sources on official websites in AI search from both foreign and domestic perspectives. 1.1.1 Proportion of AI search platform sources on foreign official websites. The following chart shows the latest research by Yext in September. They analyzed 6.8 million citations generated by over 1.6 million AI generated responses on platforms such as Gemini, OpenAI, and Perplexity. 86% of the citations came from places that marketers can directly manage or strongly influence, such as brand websites, lists, and comments. Among them, the official website of the enterprise, as a completely controllable source, accounts for 44%, which is the highest proportion of source types in a single channel.
　　1.1.2 国内官网 AI 搜索平台信源占比而国内，虽然没有类似国外的全面统计数据，但从一些研究和案例可以看出，国内 AI 搜索对权威信源较为依赖。例如新榜服务推荐官的研究表明，73% 的 AI 生成内容源自可追溯的权威数据源，政府机构、头部企业官网等信源的引用概率是普通平台的 4.2 倍。在医疗领域，三甲医院官网、FDA 公告等信源权重占比高达 45%。由此可以推断，国内官网作为重要的权威信源之一，在 AI 搜索平台信源中占比也相对较高。也就是说官网作为可信内容站点，AI搜索平台是更喜欢引用的。
　　1.1.2 Proportion of AI search platform sources on domestic official websites. Although there is no comprehensive statistical data similar to foreign sources in China, some studies and cases show that domestic AI search relies more on authoritative sources. For example, research by the recommendation officer of Xinbang Service shows that 73% of AI generated content comes from traceable authoritative data sources, and the citation probability of sources such as government agencies and top enterprise websites is 4.2 times higher than that of ordinary platforms. In the medical field, the weight of sources such as the official websites of tertiary hospitals and FDA announcements accounts for up to 45%. It can be inferred that domestic official websites, as one of the important authoritative sources, also have a relatively high proportion in AI search platform sources. That is to say, as a trusted content website, AI search platforms prefer to cite official websites.
　　1. 2 用户决策链路：复杂决策下，企业官网需成 “AI 可验证的证据中台”
　　1.2 User Decision Link: Under complex decision-making, the official website of the enterprise needs to become an "AI verifiable evidence platform"
　　提问时间！如果 AI 推荐了一款产品，你会立刻下单吗？相信九成以上的人都会给出否定答案，个人消费者如此，B2B 企业的采购决策更是不会如此草率。由赛诺贝斯出品的《2025全域社媒矩阵营销效率指数》报告显示：B2C、B2B 消费者决策链路复杂且多变，决策路径呈网状交织。尤其在B2B 企业决策中，B2B拍板团从5.4人涨到7.6人，决策链路愈发复杂。
　　Question time! If AI recommends a product, would you immediately place an order? I believe more than 90% of people will give a negative answer, including individual consumers, and B2B companies' procurement decisions will not be so hasty. The report "2025 Global Social Media Matrix Marketing Efficiency Index" produced by Sinobass shows that the decision-making process of B2C and B2B consumers is complex and variable, with a network of interwoven decision-making paths. Especially in B2B enterprise decision-making, the number of B2B decision-makers has increased from 5.4 to 7.6, making the decision-making process increasingly complex.
　　以 ERP 选型为例，采购方多部门会在AI工具以及官网反复对比不同模块的适配性、成本效益等。从 AI 搜索 “选型对比表” 开始，到跨部门协同验证、ROI 推演，每一次回环都回到官网，完成“证据链路的补充”，官网成为多轮博弈中的唯一恒定坐标。因此，决策链路越复杂，官网越要成为“确定性锚点”。企业需通过 GEO 策略将官网打造为“AI 可验证的证据中台”，才能在复杂决策链路中站稳脚跟，推动转化。* 划 重 点 *
　　Taking ERP selection as an example, multiple departments of the purchasing party will repeatedly compare the adaptability and cost-effectiveness of different modules in AI tools and official websites. Starting from the AI search for the "selection comparison table", to cross departmental collaborative verification and ROI deduction, each iteration returns to the official website, completing the "supplement of evidence link", and the official website becomes the only constant coordinate in multiple rounds of game. Therefore, the more complex the decision-making process, the more the official website needs to become a "deterministic anchor". Enterprises need to use GEO strategy to build their official website into an "AI verifiable evidence platform" in order to stand firm in complex decision-making processes and drive conversions. Focus on key points
　　AI 搜索中，官网是高权重信源（国内外均验证），GEO 能力直接决定品牌曝光优先级；
　　In AI search, the official website is a high weight source (verified both domestically and internationally), and GEO capability directly determines brand exposure priority;
　　决策链路越复杂（尤其 B2B），官网越需成为 “可验证的证据中台”，GEO 是核心支撑；
　　The more complex the decision-making process (especially B2B), the more the official website needs to become a "verifiable evidence platform", with GEO as the core support;
　　官网 GEO能力 建设已非可选，而是 AI 时代品牌获客与转化的必备竞争力。
　　Building GEO capabilities on official websites is no longer optional, but an essential competitive advantage for brand acquisition and conversion in the AI era.
　　2GEO策略下，你的官网需要做哪些升级？
　　What upgrades do you need to make to your official website under the 2GEO strategy?
　　2.1 网站SEO能力VS 网站GEO网站能力
　　2.1 Website SEO Capability vs. Website GEO Capability
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　　相较于传统SEO能力，官网 GEO 能力重点围绕 AI 生成式搜索的 “信息结构化、知识权威化、触达场景化” 的综合能力建设。即“为排名优化”转向“为AI大模型的理解和生成优化”。
　　Compared to traditional SEO capabilities, the GEO capability of the official website focuses on the comprehensive ability building of AI generated search, which includes "information structuring, knowledge authority, and scenario based outreach". From "optimizing rankings" to "optimizing the understanding and generation of AI models".
　　以 国内某 BI 可视化公司为场景，拆解具体表现：
　　Using a domestic BI visualization company as a scenario, break down the specific performance:
　　另外具体到内容与信任逻辑层面：SEO 内容：侧重 “BI 可视化工具功能” 等关键词布局的长文。GEO 内容：需做 “国产 BI 市场份额 30%（来源：某报告 2025）” “BI软件排行功能表对比怎么选”这类结构化、可验证的权威内容，用 JSON-LD 标记产品信息。信任逻辑：SEO 靠 “排名高” 建立信任，GEO 靠 “AI 多次引用 + 数据可追溯” 让用户觉得 “这家公司是真权威”。通过这两组对比，能直观看到：GEO 是让官网从 “搜索排名工具” 升级为 “AI 时代的信任中枢”，让企业在 AI 生成内容的传播中，把官网打造成不可替代的信息源头。
　　In terms of content and trust logic, SEO content focuses on long articles with keyword layouts such as "BI visualization tool functionality". GEO content: Structured and verifiable authoritative content such as "30% domestic BI market share (source: A certain report 2025)" and "How to choose BI software ranking function table comparison" should be done, and product information should be marked with JSON-LD. Trust logic: SEO relies on "high ranking" to establish trust, while GEO relies on "AI multiple references+data traceability" to make users feel that "this company is truly authoritative". Through these two comparisons, it can be intuitively seen that GEO is upgrading the official website from a "search ranking tool" to a "trust center of the AI era", enabling enterprises to build the official website into an irreplaceable source of information in the dissemination of AI generated content.
　　2.2 GEO网站建设核心落地任务
　　2.2 Core Implementation Tasks for GEO Website Construction
　　官网GEO能力建设，我们可以从以下这4个关键节点任务去做拆解落地： 2.2.1 关键节点任务1：让你的网站可被AI检索，打通 AI 抓取入口检查你的官网是否对AI 爬虫开放，没开放，AI 爬虫抓不到=白做内容！
　　We can break down and implement the GEO capability building of the official website from the following four key node tasks: 2.2.1 Key Node Task 1: Make your website searchable by AI, open the AI crawling entrance, and check whether your official website is open to AI crawlers. If it is not open, AI crawlers will not be able to capture it, which means you are wasting content!
　　① 关键实施方法：放行主流 AI 爬虫 + 给爬虫一份“快速导航”。开放AI爬虫权限，部署供大模型读取的“ robots.txt 版”--llms.txt文件，并提交官网 sitemap网站地图，能够让AI爬虫更快速直接的了解到网站内容的全貌。
　　① Key implementation method: Release mainstream AI crawlers+provide crawlers with a 'quick navigation'. Open AI crawler permissions, deploy the "robots.txt version" - llms.txt file for large models to read, and submit the official website sitemap to enable AI crawlers to quickly and directly understand the overall content of the website.
　　② 关键落地（技术）动作：部署llms.txt等文件根目录提交全量 sitemap.xml
　　② Key implementation (technical) action: Deploy files such as llms.txt to the root directory and submit the full sitemap. xml file
　　2.2.2 关键节点任务2：让你的网站可被AI引用--使用可读可引用的结构化数据纯文本 / 图片形式的传统内容无统一语义标记，AI 模型无法快速识别内容类型（FAQ、产品参数、企业信息），即便抓取到内容也无法精准提取关键信息，无法形成有效引用。没标记=纯文字，不被引用！
　　2.2.2 Key Node Task 2: Make Your Website Citable by AI - Traditional content in plain text/image form using readable and referenceable structured data lacks unified semantic tagging, and AI models cannot quickly identify content types (FAQ, product parameters, enterprise information). Even if content is captured, key information cannot be accurately extracted, and effective references cannot be formed. Unmarked=pure text, not referenced!
　　① 关键实施方法：优先使用灵活性和可维护性高的JSON-LD格式，统一全站点结构化数据标准。同时，针对核心内容类型，匹配Schema.org标准标记（Product、FAQPage、Article、Organization 等）为网站内容添加丰富的语义信息，帮助AI模型更准确地理解内容。
　　① Key implementation method: Prioritize the use of flexible and maintainable JSON-LD format, and unify the structured data standards across the entire site. At the same time, for core content types, matching Schema. org standard tags (Product, FAQPage, Article, Organization, etc.) adds rich semantic information to website content, helping AI models understand content more accurately.
　　② 关键落地（技术）动作：全站 JSON-LD格式优先引入 “Schema 标记语言” 标注核心信息搭建 “知识图谱模块” 关联分散信息
　　② Key implementation (technical) action: Prioritize the introduction of "Schema markup language" to annotate core information and build a "knowledge graph module" to associate dispersed information in the full site JSON-LD format
　　2.2.3 关键节点任务3：让你的网站被 AI 优先采纳，增强知识权威化建设AI 在多信息源对比中会优先选择其他权威内容、价值高、逻辑链完整的体系化内容，缺乏这些属性的网站会被 AI 忽略。
　　2.2.3 Key Node Task 3: Prioritize the adoption of your website by AI and enhance the construction of knowledge authority. AI will prioritize the selection of other authoritative content, high-value, and logically complete systematic content in the comparison of multiple information sources. Websites lacking these attributes will be ignored by AI.
　　① 关键实施方法：以“权威背书 + 实用价值 + 体系化结构”为核心，构建 AI 认可的高质量内容，提升内容被 AI 采纳的优先级。
　　① Key implementation method: With "authoritative endorsement+practical value+systematic structure" as the core, build high-quality content recognized by AI, and enhance the priority of content being adopted by AI.
　　② 关键落地（内容&技术）动作：强化权威升级：核心页面增加资质模块（ISO 认证、专业、本地合作案例、专家背书），引用数据标清来源（机构 + 时间 + 链接），优先用政府 / 行业权威数据；内容实用化：搭建本地 FAQ 库，覆盖高频问题，每个问题按 “答案 + 延伸建议” 写，核心文章用 “总分总 + 小标题”，聚焦本地痛点 + 解决方案 + 本地案例；知识关联化：页面加 “相关问题”“延伸阅读” 模块，用结构化数据标记 “RelatedLink” 字段，串联同类内容；内容审核：按 “数据可查、资质真实、表述客观” 校验，不做夸大营销。
　　② Key implementation (content&technology) actions: Strengthen authority upgrade: Add qualification modules (ISO certification, professional, local cooperation cases, expert endorsement) to the core page, cite data sources (institution+time+link), and prioritize the use of government/industry authoritative data; Practical Content: Build a local FAQ library that covers high-frequency questions, with each question written as "answer+extended suggestions". Core articles use "total score+subheadings" to focus on local pain points, solutions, and local cases; Knowledge association: Add "related questions" and "extended reading" modules to the page, mark the "Related Link" field with structured data, and concatenate similar content; Content review: Verify based on "traceable data, authentic qualifications, and objective statements", and do not engage in exaggerated marketing.
　　2.2.4 关键节点任务4：让你的网站保持新鲜度，持续迭代优化AI 偏爱新内容，长期不更新会被边缘化；用户需求、行业政策常变，老内容跟不上会降低引用率。
　　2.2.4 Key Node Task 4: Keep your website fresh, continuously iterate and optimize AI's preference for new content, and long-term lack of updates will lead to marginalization; User needs and industry policies are constantly changing, and outdated content that cannot keep up with them will reduce citation rates.
　　① 关键实施方法：用 “轻量定期更新 + 监测”，不用大动，低成本保新鲜。
　　① Key implementation method: Use "lightweight regular updates+monitoring" to ensure freshness at low cost without major movements.
　　② 关键落地（内容&技术）动作：每月更 3 条核心内容：- 1 条本地行业新规 / 动态（如 “XX 市 2025 年 XX 服务备案新规”）- 1 条产品新功能 / 权益（如 “上海地区用户新增免费售后”）- 1 条用户新 FAQ（从咨询列表里挑高频问题）；每季度做 1 次 “内容体检”：删 404 页面、更新过期数据（如旧价格、失效资质）、给老文章补 1 个新案例；定期监测：每月用 AI（如Deepseek 豆包）搜 3 个核心关键词，看自家内容有没有被引用，没出现就调整对应页面的标题或首段。
　　② Key Implementation (Content&Technology) Actions: Update 3 core contents per month: -1 new local industry regulation/dynamic (such as "XX City 2025 XX Service Filing New Regulations") -1 new product feature/benefit (such as "Shanghai Area User Added Free After sales") -1 new user FAQ (select high-frequency questions from the consultation list); Conduct a 'content check' once every quarter: delete 404 pages, update expired data (such as old prices and expired qualifications), and add one new case to old articles; Regular monitoring: Use AI (such as Deepseek Bean Bun) to search for 3 core keywords every month to see if your own content is cited. If it doesn't appear, adjust the title or first paragraph of the corresponding page.
　　以上全部 → 官网 GEO 地基完工，再去做站外放大。如果还不清楚，可看按照下方表格《「SEO 官网能力建设 vs GEO 能力增强」对照执行表 1.0》与技术一同优化，完成一项记得打钩！
　　All of the above → The GEO foundation on the official website has been completed, and then we will proceed with off-site scaling. If you are still unsure, you can refer to the table below "SEO Official Website Capability Building vs GEO Capability Enhancement Comparison Execution Table 1.0" and optimize it together with the technology. Remember to check the box when completing one task!
　　电子表格版本，可扫码下载直接使用！！！向下滑动查看所有内容《「SEO 官网能力建设 vs GEO 能力增强」对照执行表 1.0》
　　The electronic spreadsheet version can be downloaded and used directly by scanning the code!!! Scroll down to view all content in 'SEO Official Website Capability Building vs. GEO Capability Enhancement' Comparison Execution Table 1.0 '
　　3给这两类企业的 GEO 启动建议
　　3 GEO startup suggestions for these two types of enterprises
　　GEO不是“新战场”，而是“老地基上的新楼房”。你不能在沙地上建高楼，也不能在没被收录的网站上做GEO。所以说，咱们都别不要妄想一步登天，踏踏实实做好每一步才会有收获。GEO 启动需贴合企业现有基础，避免 “一刀切”。未做过 SEO 的企业缺乏官网基建和内容沉淀，需先筑牢根基；已做过 SEO 的企业有一定技术和内容基础，重点在适配 AI 搜索需求做升级，因此针对性给出以下启动方向：3.1 从未做过SEO的企业（0基础）
　　GEO is not a 'new battlefield', but a 'new building on an old foundation'. You cannot build tall buildings on sandy land, nor can you do GEO on websites that have not been indexed. So, let's not have the illusion of achieving success in one step. Only by doing every step solidly can we reap rewards. GEO launch needs to be aligned with the existing foundation of the enterprise, avoiding a one size fits all approach. Enterprises that have not done SEO lack official website infrastructure and content accumulation, and need to first build a solid foundation; Enterprises that have already done SEO have a certain level of technical and content foundation, with a focus on upgrading to meet AI search needs. Therefore, targeted starting directions are given as follows: 3.1 Enterprises that have never done SEO (0 foundation)
　　整体方向：先搭基础框架，再逐步补内容，不盲目扩量。核心要点：优先完成技术基建（开放 AI 爬虫、部署 llms.txt、提交 sitemap），确保能被 AI 检索。聚焦 1-2 个核心业务场景，搭建基础结构化内容（产品参数 5-8 条、核心 FAQ 5-8 条）。严格执行 “每月 3 条更新” 规则，不做无意义的内容堆砌。3.2 已经做过SEO的企业（进阶）
　　Overall direction: First establish the basic framework, then gradually supplement the content, without blindly expanding the quantity. Core points: Prioritize the completion of technical infrastructure (open AI crawlers, deploy llms.txt, submit sitemap) to ensure it can be retrieved by AI. Focus on 1-2 core business scenarios and build basic structured content (5-8 product parameters and 5-8 core FAQs). Strictly implement the rule of "3 updates per month" and avoid meaningless content stuffing. 3.2 Enterprises that have already done SEO (Advanced)
　　整体方向：在 SEO 基础上升级，快速适配 AI 搜索需求。核心要点：将现有 SEO 内容批量升级为 JSON-LD 格式，补充 Schema 标记（重点标注 Product、FAQPage）。在核心页面新增权威背书模块（资质证书、合作案例、数据来源标注）。利用现有外链资源，新增 “相关内容互链”，强化知识关联，提升页面权重。
　　Overall direction: Upgrade on the basis of SEO and quickly adapt to AI search needs. Core points: Upgrade existing SEO content in bulk to JSON-LD format and supplement schema tags (with a focus on labeling Product and FAQPage). Add an authoritative endorsement module (qualification certificate, cooperation case, data source annotation) to the core page. Utilize existing external link resources, add "related content interconnection", strengthen knowledge association, and enhance page weight.
　　十年前SEO错了，现在不要再错过GEO了，早布局早享受红利！GEO还不知如何去做，不如先从你的官网入手！
　　Ten years ago, SEO was wrong. Don't miss out on GEO now. Plan early and enjoy the dividends! GEO doesn't know how to do it yet, why not start with your official website first!

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