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　　GEO很熱，但請別跑錯方向！ GEO工作流①之官網GEO能力優化 --如何讓自家官網更具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
　　盤點2026年營銷策略關鍵詞，GEO（生成式引擎優化）絕對當仁不讓。過去低迷的市場環境下，GEO（生成式引擎優化）似乎成了每個企業市場部想要抓住的“救命稻草”，被寄予品牌曝光與獲客的厚望。很多企業的MKTer也從一臉茫然到開始了解、甚至做了一些嘗試的動作。但是仍然有許多營銷人員在這片新領域仍處于 “盲目探索” 狀態，甚至在做一些錯誤類‘投毒式內容’‘通稿轟炸’的執行方案。忙到非常后，錨點打偏，并未取得理想效果。太多人，跑得太快卻跑錯了方向，把“GEO=蹭 AI 流量”理解成“只要投喂就收錄”，卻忽略AI 的底層邏輯--先檢索、再引用。那么，GEO到底怎么做呢，有沒有一個可落實參考的工作流程呢？GEO 是“多線程工程”：內容、渠道、技術、權威并行。一篇文章難以厘清，本篇內容將收回視野，回歸到企業“觀內”。從權威信源的理解出發，回到企業“如何讓自家官網更具AI友好性"，讓官網成為權威信源的信任中樞。
　　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.
　　【干貨要點｜1分鐘速覽】-- GEO工作流①之官網GEO能力優化官網GEO能力建設對于AI搜索引擎的必要性1.1 官網是AI搜索平臺的信源占比是？1.2 官網是唯一你能“100%控制”的信源1.3 用戶決策路越復雜，企業官網越要成為“確定性錨點”GEO策略下你的官網需要做哪些升級？2.1 SEO網站建設 VS GEO網站建設2.2 GEO網站建設4項核心落地任務2.3 《「SEO 官網能力建設 vs GEO 能力增強」對照執行表 1.0》--給你“市場人也能讀懂”的官網 GEO 能力清單，讓 IT 照著打勾上線即可給這2類企業的啟動建議3.1從未做過SEO的企業（0基礎）3.2已經做過SEO的企業（進階）
　　【 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，官網GEO能力建設為何至關重要？
　　Why is it crucial to build GEO capabilities on the official website under the 1GEO strategy?
　　1.1 官網在AI搜索中的信源占比研究結合2025年的非常新研究與企業實踐，我們可以從國外和國內兩個維度，企業官網在AI搜索中的信源占比角度，進行初步分析。 1.1.1 國外官網 AI 搜索平臺信源占比下圖是國外Yext公司9月份的非常新研究，他們對 Gemini、OpenAI 和 Perplexity 等平臺超過 160 萬個 AI 生成響應的 680 萬次引用分析，86% 的引用來源來自營銷人員可以直接管理或強烈影響的地方，如品牌的網站、列表和評論。其中，企業官網作為完全可控的信源，占比 44%，是單一渠道中占比非常高的信源類型。
　　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 國內官網 AI 搜索平臺信源占比而國內，雖然沒有類似國外的多維度統計數據，但從一些研究和案例可以看出，國內 AI 搜索對權威信源較為依賴。例如新榜服務推薦官的研究表明，73% 的 AI 生成內容源自可追溯的權威數據源，政府機構、頭部企業官網等信源的引用概率是普通平臺的 4.2 倍。在醫療領域，三甲醫院官網、FDA 公告等信源權重占比高達 45%。由此可以推斷，國內官網作為重要的權威信源之一，在 AI 搜索平臺信源中占比也相對較高。也就是說官網作為可信內容站點，AI搜索平臺是更喜歡引用的。
　　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 用戶決策鏈路：復雜決策下，企業官網需成 “AI 可驗證的證據中臺”
　　1.2 User Decision Link: Under complex decision-making, the official website of the enterprise needs to become an "AI verifiable evidence platform"
　　提問時間！如果 AI 推薦了一款產品，你會立刻下單嗎？相信九成以上的人都會給出否定答案，個人消費者如此，B2B 企業的采購決策更是不會如此草率。由賽諾貝斯出品的《2025全域社媒矩陣營銷效率指數》報告顯示：B2C、B2B 消費者決策鏈路復雜且多變，決策路徑呈網狀交織。尤其在B2B 企業決策中，B2B拍板團從5.4人漲到7.6人，決策鏈路愈發復雜。
　　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 選型為例，采購方多部門會在AI工具以及官網反復對比不同模塊的適配性、成本效益等。從 AI 搜索 “選型對比表” 開始，到跨部門協同驗證、ROI 推演，每一次回環都回到官網，完成“證據鏈路的補充”，官網成為多輪博弈中的唯一恒定坐標。因此，決策鏈路越復雜，官網越要成為“確定性錨點”。企業需通過 GEO 策略將官網打造為“AI 可驗證的證據中臺”，才能在復雜決策鏈路中站穩腳跟，推動轉化。* 劃 重 點 *
　　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，官網是高權重信源（國內外均驗證），GEO 能力直接決定品牌曝光優先級；
　　In AI search, the official website is a high weight source (verified both domestically and internationally), and GEO capability directly determines brand exposure priority;
　　決策鏈路越復雜（尤其 B2B），官網越需成為 “可驗證的證據中臺”，GEO 是核心支撐；
　　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;
　　官網 GEO能力 建設已非可選，而是 AI 時代品牌獲客與轉化的必備競爭力。
　　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，你的官網需要做哪些升級？
　　What upgrades do you need to make to your official website under the 2GEO strategy?
　　2.1 網站SEO能力VS 網站GEO網站能力
　　2.1 Website SEO Capability vs. Website GEO Capability
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　　相較于傳統SEO能力，官網 GEO 能力核心圍繞 AI 生成式搜索的 “信息結構化、知識權威化、觸達場景化” 的綜合能力建設。即“為排名優化”轉向“為AI大模型的理解和生成優化”。
　　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 國內某 BI 可視化公司為場景，拆解具體表現：
　　Using a domestic BI visualization company as a scenario, break down the specific performance:
　　另外具體到內容與信任邏輯層面：SEO 內容：側重 “BI 可視化工具功能” 等關鍵詞布局的長文。GEO 內容：需做 “國產 BI 市場份額 30%（來源：某報告 2025）” “BI軟件排行功能表對比怎么選”這類結構化、可驗證的權威內容，用 JSON-LD 標記產品信息。信任邏輯：SEO 靠 “排名高” 建立信任，GEO 靠 “AI 多次引用 + 數據可追溯” 讓用戶覺得 “這家公司是真權威”。通過這兩組對比，能直觀看到：GEO 是讓官網從 “搜索排名工具” 升級為 “AI 時代的信任中樞”，讓企業在 AI 生成內容的傳播中，把官網打造成不可替代的信息源頭。
　　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網站建設核心落地任務
　　2.2 Core Implementation Tasks for GEO Website Construction
　　官網GEO能力建設，我們可以從以下這4個關鍵節點任務去做拆解落地： 2.2.1 關鍵節點任務1：讓你的網站可被AI檢索，打通 AI 抓取入口檢查你的官網是否對AI 爬蟲開放，沒開放，AI 爬蟲抓不到=白做內容！
　　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!
　?、?關鍵實施方法：放行主流 AI 爬蟲 + 給爬蟲一份“快速導航”。開放AI爬蟲權限，部署供大模型讀取的“ robots.txt 版”--llms.txt文件，并提交官網 sitemap網站地圖，能夠讓AI爬蟲更快速直接的了解到網站內容的全貌。
　?、?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.
　?、?關鍵落地（技術）動作：部署llms.txt等文件根目錄提交全量 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 關鍵節點任務2：讓你的網站可被AI引用--使用可讀可引用的結構化數據純文本 / 圖片形式的傳統內容無統一語義標記，AI 模型無法快速識別內容類型（FAQ、產品參數、企業信息），即便抓取到內容也無法合理提取關鍵信息，無法形成有效引用。沒標記=純文字，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!
　?、?關鍵實施方法：優先使用靈活性和可維護性高的JSON-LD格式，統一全站點結構化數據標準。同時，針對核心內容類型，匹配Schema.org標準標記（Product、FAQPage、Article、Organization 等）為網站內容添加豐富的語義信息，幫助AI模型更準確地理解內容。
　　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.
　?、?關鍵落地（技術）動作：全站 JSON-LD格式優先引入 “Schema 標記語言” 標注核心信息搭建 “知識圖譜模塊” 關聯分散信息
　?、?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 關鍵節點任務3：讓你的網站被 AI 優先采納，增強知識權威化建設AI 在多信息源對比中會優先選擇其他權威內容、價值高、邏輯鏈完整的體系化內容，缺乏這些屬性的網站會被 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.
　?、?關鍵實施方法：以“權威背書 + 實用價值 + 體系化結構”為核心，構建 AI 認可的高質量內容，提升內容被 AI 采納的優先級。
　?、?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 關鍵落地（內容&技術）動作：強化權威升級：核心頁面增加資質模塊（ISO 認證、專業、本地合作案例、專家背書），引用數據標清來源（機構 + 時間 + 鏈接），優先用政府 / 行業權威數據；內容實用化：搭建本地 FAQ 庫，覆蓋高頻問題，每個問題按 “答案 + 延伸建議” 寫，核心文章用 “總分總 + 小標題”，聚焦本地痛點 + 解決方案 + 本地案例；知識關聯化：頁面加 “相關問題”“延伸閱讀” 模塊，用結構化數據標記 “RelatedLink” 字段，串聯同類內容；內容審核：按 “數據可查、資質真實、表述客觀” 校驗，不做夸大營銷。
　　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 關鍵節點任務4：讓你的網站保持新鮮度，持續迭代優化AI 偏愛新內容，長期不更新會被邊緣化；用戶需求、行業政策常變，老內容跟不上會降低引用率。
　　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.
　?、?關鍵實施方法：用 “輕量定期更新 + 監測”，不用大動，低成本保新鮮。
　　① Key implementation method: Use "lightweight regular updates+monitoring" to ensure freshness at low cost without major movements.
　?、?關鍵落地（內容&技術）動作：每月更 3 條核心內容：- 1 條本地行業新規 / 動態（如 “XX 市 2025 年 XX 服務備案新規”）- 1 條產品新功能 / 權益（如 “上海地區用戶新增免費售后”）- 1 條用戶新 FAQ（從咨詢列表里挑高頻問題）；每季度做 1 次 “內容體檢”：刪 404 頁面、更新過期數據（如舊價格、失效資質）、給老文章補 1 個新案例；定期監測：每月用 AI（如Deepseek 豆包）搜 3 個核心關鍵詞，看自家內容有沒有被引用，沒出現就調整對應頁面的標題或首段。
　?、?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 → 官網 GEO 地基完工，再去做站外放大。如果還不清楚，可看按照下方表格《「SEO 官網能力建設 vs GEO 能力增強」對照執行表 1.0》與技術一同優化，完成一項記得打鉤！
　　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!
　　電子表格版本，可掃碼下載直接使用?。?！向下滑動查看所有內容《「SEO 官網能力建設 vs GEO 能力增強」對照執行表 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給這兩類企業的 GEO 啟動建議
　　3 GEO startup suggestions for these two types of enterprises
　　GEO不是“新戰場”，而是“老地基上的新樓房”。你不能在沙地上建高樓，也不能在沒被收錄的網站上做GEO。所以說，咱們都別不要妄想一步登天，踏踏實實做好每一步才會有收獲。GEO 啟動需貼合企業現有基礎，避免 “一刀切”。未做過 SEO 的企業缺乏官網基建和內容沉淀，需先筑牢根基；已做過 SEO 的企業有一定技術和內容基礎，核心在適配 AI 搜索需求做升級，因此針對性給出以下啟動方向：3.1 從未做過SEO的企業（0基礎）
　　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)
　　整體方向：先搭基礎框架，再逐步補內容，不盲目擴量。核心要點：優先完成技術基建（開放 AI 爬蟲、部署 llms.txt、提交 sitemap），確保能被 AI 檢索。聚焦 1-2 個核心業務場景，搭建基礎結構化內容（產品參數 5-8 條、核心 FAQ 5-8 條）。嚴格執行 “每月 3 條更新” 規則，不做無意義的內容堆砌。3.2 已經做過SEO的企業（進階）
　　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)
　　整體方向：在 SEO 基礎上升級，快速適配 AI 搜索需求。核心要點：將現有 SEO 內容批量升級為 JSON-LD 格式，補充 Schema 標記（核心標注 Product、FAQPage）。在核心頁面新增權威背書模塊（資質證書、合作案例、數據來源標注）。利用現有外鏈資源，新增 “相關內容互鏈”，強化知識關聯，提升頁面權重。
　　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錯了，現在不要再錯過GEO了，早布局早享受紅利！GEO還不知如何去做，不如先從你的官網入手！
　　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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