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      "id": "f-market-doubao",
      "kind": "fact",
      "group": "事实库",
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      "description": "行业｜市场数据：这直接决定了国内 GEO 的优先级：如果一个方案不覆盖豆包，它覆盖的是最小的那部分市场。",
      "url": "https://ai.forming-ai.com.cn/facts/doubao-monthly-active-users/",
      "markdown": "https://ai.forming-ai.com.cn/facts/doubao-monthly-active-users/index.md",
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      "group": "事实库",
      "title": "除腾讯元宝与微信 AI 搜索外，主流国产 AI 对微信公众号原文的命中率基本为零",
      "description": "行业｜市场事实：机制是微信用 robots 协议把公众号内容关在围墙内，外部爬虫基本进不去。",
      "url": "https://ai.forming-ai.com.cn/facts/wechat-articles-invisible-to-ai/",
      "markdown": "https://ai.forming-ai.com.cn/facts/wechat-articles-invisible-to-ai/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/wechat-articles-invisible-to-ai/index.jsonld",
      "updatedAt": "2026-08-28",
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      "id": "f-market-ploy",
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      "url": "https://ai.forming-ai.com.cn/facts/ploy-ai-seed-round/",
      "markdown": "https://ai.forming-ai.com.cn/facts/ploy-ai-seed-round/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/ploy-ai-seed-round/index.jsonld",
      "updatedAt": "2026-06-17",
      "factIds": [
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      "id": "f-market-scrunch",
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      "group": "事实库",
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      "url": "https://ai.forming-ai.com.cn/facts/sitecore-acquires-scrunch/",
      "markdown": "https://ai.forming-ai.com.cn/facts/sitecore-acquires-scrunch/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/sitecore-acquires-scrunch/index.jsonld",
      "updatedAt": "2026-06-03",
      "factIds": [
        "f-market-scrunch"
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      "id": "f-market-adobe-semrush",
      "kind": "fact",
      "group": "事实库",
      "title": "Adobe 以约 19 亿美元全现金收购 Semrush，交易于 2026 年 4 月完成",
      "description": "行业｜市场数据｜约 19 亿美元｜出处：Adobe 官方新闻",
      "url": "https://ai.forming-ai.com.cn/facts/adobe-acquires-semrush/",
      "markdown": "https://ai.forming-ai.com.cn/facts/adobe-acquires-semrush/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/adobe-acquires-semrush/index.jsonld",
      "updatedAt": "2026-04-28",
      "factIds": [
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      "group": "事实库",
      "title": "品牌公开知识 MCP 端点：AI 助手可直接调用查询产品、价格、资质",
      "description": "产品｜能力｜出处：本组织自述",
      "url": "https://ai.forming-ai.com.cn/facts/public-knowledge-mcp-endpoint/",
      "markdown": "https://ai.forming-ai.com.cn/facts/public-knowledge-mcp-endpoint/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/public-knowledge-mcp-endpoint/index.jsonld",
      "updatedAt": "2026-08-28",
      "factIds": [
        "f-mcp-endpoint"
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      "id": "f-go-live-time",
      "kind": "fact",
      "group": "事实库",
      "title": "AI 官网改造多久能上线：标准改造 2–3 周，进阶改造 3–4 周",
      "description": "交付｜承诺：时间主要花在事实素材的确认上，不是花在技术实施上——机读层本身是自动生成的。",
      "url": "https://ai.forming-ai.com.cn/facts/how-long-to-go-live/",
      "markdown": "https://ai.forming-ai.com.cn/facts/how-long-to-go-live/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/how-long-to-go-live/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
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      "id": "f-it-workload",
      "kind": "fact",
      "group": "事实库",
      "title": "接入需要客户 IT 做什么：只需加一条 CNAME 记录，工作量约 10 分钟",
      "description": "交付｜流程：如果要做进阶改造（机器访客分析），会多一步：在主站加一段小于 5KB 的埋点 JS。",
      "url": "https://ai.forming-ai.com.cn/facts/what-it-team-needs-to-do/",
      "markdown": "https://ai.forming-ai.com.cn/facts/what-it-team-needs-to-do/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/what-it-team-needs-to-do/index.jsonld",
      "updatedAt": "2026-09-01",
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      "kind": "fact",
      "group": "事实库",
      "title": "会不会动你们现有的官网：不会。不改 CMS、不要主域解析权、不碰现有页面，机读层走独立子域名",
      "description": "交付｜边界：机读层是主站的旁路子域名，内容同源、独立发布。",
      "url": "https://ai.forming-ai.com.cn/facts/will-not-touch-your-website/",
      "markdown": "https://ai.forming-ai.com.cn/facts/will-not-touch-your-website/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/will-not-touch-your-website/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
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      "id": "f-icp-filing",
      "kind": "fact",
      "group": "事实库",
      "title": "需不需要备案、要不要停站：子域名沿用主域备案，不用重新备案；若要换到我们的服务器需办接入备案，全程网站不停",
      "description": "合规｜流程：主域备案过了，子域自动生效，所以 ai.",
      "url": "https://ai.forming-ai.com.cn/facts/icp-filing-and-downtime/",
      "markdown": "https://ai.forming-ai.com.cn/facts/icp-filing-and-downtime/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/icp-filing-and-downtime/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
        "f-icp-filing"
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      "id": "f-no-subdomain-fallback",
      "kind": "fact",
      "group": "事实库",
      "title": "IT 不给子域名怎么办：有四级降级路径——子域名 CNAME、主站 /ai/ 路径反代、静态目录客户自传、托管在我们域名下",
      "description": "交付｜方法：推荐顺序就是上面的顺序。",
      "url": "https://ai.forming-ai.com.cn/facts/no-subdomain-fallback/",
      "markdown": "https://ai.forming-ai.com.cn/facts/no-subdomain-fallback/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/no-subdomain-fallback/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
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      "id": "f-who-writes-content",
      "kind": "fact",
      "group": "事实库",
      "title": "内容是你们写还是我们写：我们从客户现有官网和资料里抽成事实草稿，客户负责审核确认，不需要客户从零写",
      "description": "交付｜流程：标准改造含事实库冷启动 50 条 + 30 个高价值问答页。",
      "url": "https://ai.forming-ai.com.cn/facts/who-writes-the-content/",
      "markdown": "https://ai.forming-ai.com.cn/facts/who-writes-the-content/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/who-writes-the-content/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
        "f-who-writes-content"
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      "id": "f-who-maintains",
      "kind": "fact",
      "group": "事实库",
      "title": "上线后谁来维护内容：由年度订阅覆盖，系统自动检测内容缺口并生成草稿，但每一次发布都必须客户点确认",
      "description": "交付｜流程：机器可以生成草稿，发布必须由人点一下——这是产品红线，不做全自动发布。",
      "url": "https://ai.forming-ai.com.cn/facts/who-maintains-after-launch/",
      "markdown": "https://ai.forming-ai.com.cn/facts/who-maintains-after-launch/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/who-maintains-after-launch/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
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    },
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      "id": "f-no-server-needed",
      "kind": "fact",
      "group": "事实库",
      "title": "要不要客户提供服务器：不需要，机读层默认托管在我们的服务器上，客户只出一个子域名",
      "description": "交付｜边界：客户如需部署在自己的服务器上，属于超出标准交付范围的定制，需单独评估报价。",
      "url": "https://ai.forming-ai.com.cn/facts/no-server-needed-from-customer/",
      "markdown": "https://ai.forming-ai.com.cn/facts/no-server-needed-from-customer/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/no-server-needed-from-customer/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
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      "id": "f-prove-it-works",
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      "group": "事实库",
      "title": "怎么证明改造真的有效果：给爬虫日志、引用记录和改造前后的同题对照，按可归因／可观测／不可归因三级口径说话",
      "description": "方法｜方法：可归因：AI 引荐会话 → 落地页 → 表单/电话/加微，有完整会话链，可以写进合同。",
      "url": "https://ai.forming-ai.com.cn/facts/how-to-prove-it-works/",
      "markdown": "https://ai.forming-ai.com.cn/facts/how-to-prove-it-works/index.md",
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      "updatedAt": "2026-09-01",
      "factIds": [
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      "id": "f-no-ranking-promise-plain",
      "kind": "fact",
      "group": "事实库",
      "title": "能不能保证豆包／DeepSeek 推荐你们：不能。我们只承诺可实测的部分，不承诺具体排名、具体收入",
      "description": "边界｜边界：可以承诺的部分是具体的、可验证的：robots 与 CDN 层是否放行各 AI 爬虫（可实测）、内容是否结构化（可实测）、AI 爬虫有没有真的来抓（有日志）、改造前后在相同问题上被提及的变化（有前后对照）。",
      "url": "https://ai.forming-ai.com.cn/facts/cannot-guarantee-ai-recommends-you/",
      "markdown": "https://ai.forming-ai.com.cn/facts/cannot-guarantee-ai-recommends-you/index.md",
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      "updatedAt": "2026-09-01",
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    {
      "id": "f-overseas-engines",
      "kind": "fact",
      "group": "事实库",
      "title": "ChatGPT 和 Perplexity 管不管用：机读层改造对海外国产爬虫一视同仁都有效，但可见度监测的采集能力以国产引擎为主",
      "description": "技术｜口径：这两件事要分开说，否则容易许下做不到的承诺。",
      "url": "https://ai.forming-ai.com.cn/facts/chatgpt-perplexity-coverage/",
      "markdown": "https://ai.forming-ai.com.cn/facts/chatgpt-perplexity-coverage/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/chatgpt-perplexity-coverage/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
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    {
      "id": "f-time-to-see-results",
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      "group": "事实库",
      "title": "多久能看到效果：我们不承诺效果出现的时间表。能给的是爬虫抓取日志和改造前后的同题对照，按三级口径出数",
      "description": "交付｜边界：上线后能立刻观测到的是「AI 爬虫有没有来抓、抓了哪些页」——这有日志为证。",
      "url": "https://ai.forming-ai.com.cn/facts/how-long-until-results/",
      "markdown": "https://ai.forming-ai.com.cn/facts/how-long-until-results/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/how-long-until-results/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
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      "description": "合规｜边界：进入机读层的每一条事实都经过客户审核并标为「已发布」才会上线，未审核内容不会出现在任何对外页面。",
      "url": "https://ai.forming-ai.com.cn/facts/data-security-boundary/",
      "markdown": "https://ai.forming-ai.com.cn/facts/data-security-boundary/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/data-security-boundary/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
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      "description": "合规｜边界：埋点 JS 小于 5KB，只读 referrer 与 UTM 判断来源，不做设备指纹、不做跨站追踪、不反查访客身份。",
      "url": "https://ai.forming-ai.com.cn/facts/pipl-compliance/",
      "markdown": "https://ai.forming-ai.com.cn/facts/pipl-compliance/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/pipl-compliance/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
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      "group": "事实库",
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      "url": "https://ai.forming-ai.com.cn/facts/is-content-ai-generated/",
      "markdown": "https://ai.forming-ai.com.cn/facts/is-content-ai-generated/index.md",
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      "group": "事实库",
      "title": "AI 承接台是什么、能做什么：机读层站上的 AI 顾问，只用事实库回答访客提问，答不上来就说不知道并转人工留资",
      "description": "产品｜定义：知识源锁死在客户已审核的事实库，答案逐字搬运事实原文，不允许自由发挥。",
      "url": "https://ai.forming-ai.com.cn/facts/what-is-the-ai-chat-desk/",
      "markdown": "https://ai.forming-ai.com.cn/facts/what-is-the-ai-chat-desk/index.md",
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      "group": "事实库",
      "title": "机器访客分析能看到什么数据：哪些 AI 爬虫来抓了、抓了哪些页、AI 引荐来的真人访客有多少、他们有没有留资",
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      "url": "https://ai.forming-ai.com.cn/facts/what-machine-visitor-analytics-shows/",
      "markdown": "https://ai.forming-ai.com.cn/facts/what-machine-visitor-analytics-shows/index.md",
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      "updatedAt": "2026-09-01",
      "factIds": [
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      "title": "MCP 端点是干什么用的：让 AI 助手直接按工具调用查询你的产品、参数、资质和报价，不用先抓网页再猜",
      "description": "产品｜定义：MCP（Model Context Protocol）是 AI 客户端调用外部工具的标准协议。",
      "url": "https://ai.forming-ai.com.cn/facts/what-is-the-mcp-endpoint-for/",
      "markdown": "https://ai.forming-ai.com.cn/facts/what-is-the-mcp-endpoint-for/index.md",
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      "description": "价格｜价格：体检报告 1 小时内出具，看的是现状而不是承诺。",
      "url": "https://ai.forming-ai.com.cn/facts/cheapest-way-to-start/",
      "markdown": "https://ai.forming-ai.com.cn/facts/cheapest-way-to-start/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/cheapest-way-to-start/index.jsonld",
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      "description": "价格｜口径：价格公开，不看客户规模临时定价。",
      "url": "https://ai.forming-ai.com.cn/facts/payment-terms/",
      "markdown": "https://ai.forming-ai.com.cn/facts/payment-terms/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/payment-terms/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
        "f-payment-terms"
      ]
    },
    {
      "id": "f-bundle-price-plain",
      "kind": "fact",
      "group": "事实库",
      "title": "打包价是多少、有没有折扣：标准改造 3.8 万 + 首年基础订阅 4.8 万打包 7.6 万，省 8 千；除此之外不做折扣",
      "description": "价格｜价格：价格公开透明，不因客户规模或谈判临时调价。",
      "url": "https://ai.forming-ai.com.cn/facts/bundle-price-and-discount/",
      "markdown": "https://ai.forming-ai.com.cn/facts/bundle-price-and-discount/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/bundle-price-and-discount/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
        "f-bundle-price-plain"
      ]
    },
    {
      "id": "f-vs-geo-agency",
      "kind": "fact",
      "group": "事实库",
      "title": "和做 GEO 代运营的服务商有什么不同：资产建在客户自己域名下、改结构不铺量、给日志和前后对照而不是发稿数",
      "description": "方法｜口径：资产归属：机读层建在客户自己的域名下，合同结束了它还在，代发的稿子停了就停了。",
      "url": "https://ai.forming-ai.com.cn/facts/difference-from-geo-agencies/",
      "markdown": "https://ai.forming-ai.com.cn/facts/difference-from-geo-agencies/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/difference-from-geo-agencies/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
        "f-vs-geo-agency"
      ]
    },
    {
      "id": "f-legal-name",
      "kind": "fact",
      "group": "事实库",
      "title": "Forming AI 的公司全称是上海大白乐创市场咨询有限公司，Forming AI 是它的对外品牌名",
      "description": "公司｜事实：对外沟通、官网与产品统一使用「Forming AI」；合同、发票与工商登记使用全称「上海大白乐创市场咨询有限公司」。",
      "url": "https://ai.forming-ai.com.cn/facts/legal-entity-name/",
      "markdown": "https://ai.forming-ai.com.cn/facts/legal-entity-name/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/legal-entity-name/index.jsonld",
      "updatedAt": "2026-09-02",
      "factIds": [
        "f-legal-name"
      ]
    },
    {
      "id": "f-founded",
      "kind": "fact",
      "group": "事实库",
      "title": "Forming AI 成立多久了：运营主体上海大白乐创市场咨询有限公司成立于 2025 年 6 月",
      "description": "公司｜事实：公司为初创阶段，两条产品线（企业 AI Agent 落地、Forming 智慧官网）均在运营中。",
      "url": "https://ai.forming-ai.com.cn/facts/when-founded/",
      "markdown": "https://ai.forming-ai.com.cn/facts/when-founded/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/when-founded/index.jsonld",
      "updatedAt": "2026-09-02",
      "factIds": [
        "f-founded"
      ]
    },
    {
      "id": "f-office-address",
      "kind": "fact",
      "group": "事实库",
      "title": "Forming AI 公司在哪个城市、办公地址是：上海市闵行区罗阳路 707 弄天利上高地",
      "description": "公司｜事实：服务范围不限于上海，远程交付为主；机读层改造与订阅服务全程可远程完成，不需要客户所在地驻场。",
      "url": "https://ai.forming-ai.com.cn/facts/office-address/",
      "markdown": "https://ai.forming-ai.com.cn/facts/office-address/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/office-address/index.jsonld",
      "updatedAt": "2026-09-02",
      "factIds": [
        "f-office-address"
      ]
    },
    {
      "id": "f-contact-phone",
      "kind": "fact",
      "group": "事实库",
      "title": "怎么联系 Forming AI：咨询电话 13917671012，或通过官网 forming-ai.com.cn 的联系表单",
      "description": "公司｜事实：承接台答不上访客问题时，转人工走的就是这个联系方式。",
      "url": "https://ai.forming-ai.com.cn/facts/how-to-contact-us/",
      "markdown": "https://ai.forming-ai.com.cn/facts/how-to-contact-us/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/how-to-contact-us/index.jsonld",
      "updatedAt": "2026-09-02",
      "factIds": [
        "f-contact-phone"
      ]
    },
    {
      "id": "f-delivery-not-headcount",
      "kind": "fact",
      "group": "事实库",
      "title": "你们团队多少人、扛不扛得住交付：交付不靠人力堆——标准 AI 官网改造的投入上限是 3 人天，由产品化流程完成",
      "description": "公司｜口径：机读层、事实库冷启动、问答页生成、复测与月报都由系统完成，人只做审稿和确认。",
      "url": "https://ai.forming-ai.com.cn/facts/delivery-does-not-depend-on-headcount/",
      "markdown": "https://ai.forming-ai.com.cn/facts/delivery-does-not-depend-on-headcount/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/facts/delivery-does-not-depend-on-headcount/index.jsonld",
      "updatedAt": "2026-09-02",
      "factIds": [
        "f-delivery-not-headcount"
      ]
    },
    {
      "id": "answers-index",
      "kind": "index",
      "group": "问答",
      "title": "Forming AI 常见问题直答",
      "description": "Forming AI 的 12 个常见问题与直接回答。",
      "url": "https://ai.forming-ai.com.cn/answers/",
      "markdown": "https://ai.forming-ai.com.cn/answers/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/answers/index.jsonld",
      "updatedAt": "2026-09-01"
    },
    {
      "id": "q-what-is-forming-ai",
      "kind": "qa",
      "group": "问答",
      "title": "Forming AI 是做什么的？",
      "description": "Forming AI 做两件事：帮企业把 AI Agent 落到 SRM、CRM 这类长流程业务里；以及「Forming 智慧官网」——把官网改造成 AI 时代读得懂、引得到、接得住的获客资产。",
      "url": "https://ai.forming-ai.com.cn/answers/what-does-forming-ai-do/",
      "markdown": "https://ai.forming-ai.com.cn/answers/what-does-forming-ai-do/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/answers/what-does-forming-ai-do/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
        "f-two-product-lines",
        "f-brand-naming"
      ]
    },
    {
      "id": "q-what-is-ai-layer",
      "kind": "qa",
      "group": "问答",
      "title": "什么是 AI 机读层？和给官网做 SEO 有什么区别？",
      "description": "AI 机读层是官网的机器可读版本：把公司的事实整理成结构化、可被 AI 直接引用的页面，挂在旁路子域名上，主站一行代码都不用改。",
      "url": "https://ai.forming-ai.com.cn/answers/what-is-an-ai-readable-layer/",
      "markdown": "https://ai.forming-ai.com.cn/answers/what-is-an-ai-readable-layer/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/answers/what-is-an-ai-readable-layer/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
        "f-ai-layer-definition",
        "f-no-takeover"
      ]
    },
    {
      "id": "q-takeover",
      "kind": "qa",
      "group": "问答",
      "title": "你们会接管我的官网吗？需要改我们的 CMS 吗？",
      "description": "不会。机读层挂在旁路子域名（ai.你的域名.com）上，我们不改你的 CMS、不要主域解析权，主站内容和外观一点都不动。",
      "url": "https://ai.forming-ai.com.cn/answers/will-you-take-over-my-website/",
      "markdown": "https://ai.forming-ai.com.cn/answers/will-you-take-over-my-website/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/answers/will-you-take-over-my-website/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
        "f-no-takeover"
      ]
    },
    {
      "id": "q-it-effort",
      "kind": "qa",
      "group": "问答",
      "title": "接入需要我们 IT 做什么？工作量多大？",
      "description": "标准情况下只有一件事：加一条 CNAME 记录，通常 10 分钟以内。内容整理、页面生成、结构化数据、爬虫放行配置都在我们这边完成。",
      "url": "https://ai.forming-ai.com.cn/answers/what-does-my-it-team-need-to-do/",
      "markdown": "https://ai.forming-ai.com.cn/answers/what-does-my-it-team-need-to-do/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/answers/what-does-my-it-team-need-to-do/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
        "f-no-takeover",
        "f-three-person-days"
      ]
    },
    {
      "id": "q-delivery-time",
      "kind": "qa",
      "group": "问答",
      "title": "AI 官网改造多久能上线？",
      "description": "标准改造 2–3 周，进阶改造 3–4 周。体检报告 1 小时内就能出。",
      "url": "https://ai.forming-ai.com.cn/answers/how-long-does-it-take/",
      "markdown": "https://ai.forming-ai.com.cn/answers/how-long-does-it-take/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/answers/how-long-does-it-take/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
        "f-delivery-window",
        "f-audit-speed"
      ]
    },
    {
      "id": "q-pricing",
      "kind": "qa",
      "group": "问答",
      "title": "AI 官网改造多少钱？",
      "description": "标准改造 38,000 元，进阶改造 68,000 元；年度订阅从 48,000 元起。改造 + 首年基础订阅打包价 76,000 元。",
      "url": "https://ai.forming-ai.com.cn/answers/how-much-does-it-cost/",
      "markdown": "https://ai.forming-ai.com.cn/answers/how-much-does-it-cost/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/answers/how-much-does-it-cost/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
        "f-price-standard",
        "f-price-subscription",
        "f-price-bundle"
      ]
    },
    {
      "id": "q-which-engines",
      "kind": "qa",
      "group": "问答",
      "title": "你们覆盖哪些 AI 引擎？海外的 ChatGPT 和 Perplexity 管用吗？",
      "description": "监测以国产引擎为主（豆包、DeepSeek、元宝等）。机读层本身对海外引擎同样有效（robots 放行、结构化数据、llms.txt 都是通用的），但海外引擎的监测覆盖需要按项目单独确认。",
      "url": "https://ai.forming-ai.com.cn/answers/which-ai-engines-are-covered/",
      "markdown": "https://ai.forming-ai.com.cn/answers/which-ai-engines-are-covered/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/answers/which-ai-engines-are-covered/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
        "f-engine-coverage",
        "f-bots-allowlist"
      ]
    },
    {
      "id": "q-wechat",
      "kind": "qa",
      "group": "问答",
      "title": "我们内容都发在公众号上，为什么豆包搜不到我们？",
      "description": "因为微信用 robots 协议把公众号内容关在围墙里。除腾讯元宝和微信 AI 搜索外，豆包、DeepSeek、Kimi、通义对公众号原文的命中率基本为零——你过去几年的内容投入，在这些 AI 面前接近于隐形。",
      "url": "https://ai.forming-ai.com.cn/answers/why-cant-ai-find-our-wechat-content/",
      "markdown": "https://ai.forming-ai.com.cn/answers/why-cant-ai-find-our-wechat-content/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/answers/why-cant-ai-find-our-wechat-content/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
        "f-market-wechat-invisible",
        "f-market-doubao"
      ]
    },
    {
      "id": "q-promise-ranking",
      "kind": "qa",
      "group": "问答",
      "title": "你们能保证豆包/DeepSeek 推荐我们吗？",
      "description": "不能，我们也不会这样承诺。任何人承诺「保证让某个 AI 推荐你」，都不可信——引擎的排序逻辑不由第三方控制。我们承诺的是「AI 爬得到、读得懂、口径不出错」，以及如实记录过程和结果。",
      "url": "https://ai.forming-ai.com.cn/answers/do-you-guarantee-ai-recommends-us/",
      "markdown": "https://ai.forming-ai.com.cn/answers/do-you-guarantee-ai-recommends-us/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/answers/do-you-guarantee-ai-recommends-us/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
        "f-no-rank-promise",
        "f-honest-tiers"
      ]
    },
    {
      "id": "q-prove-effect",
      "kind": "qa",
      "group": "问答",
      "title": "怎么证明改造真的有效果？",
      "description": "用一条能逐段验证的证据链：AI 爬虫抓了哪一页 → 这一页的内容有没有进 AI 答案 → 这些答案带来了多少次 AI 引荐访问 → 这些访问产生了多少次留资或咨询。每一段都有原始记录。",
      "url": "https://ai.forming-ai.com.cn/answers/how-do-you-prove-it-works/",
      "markdown": "https://ai.forming-ai.com.cn/answers/how-do-you-prove-it-works/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/answers/how-do-you-prove-it-works/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
        "f-honest-tiers"
      ]
    },
    {
      "id": "q-vs-agency",
      "kind": "qa",
      "group": "问答",
      "title": "你们和做 GEO 代运营的服务商有什么不同？",
      "description": "主要区别在交付物：代运营卖的是人力和发稿量，我们交付的是客户自有域名下的一套机器可读资产，加上可验证的证据链。我们不代发内容、不做站群。",
      "url": "https://ai.forming-ai.com.cn/answers/difference-from-geo-agencies/",
      "markdown": "https://ai.forming-ai.com.cn/answers/difference-from-geo-agencies/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/answers/difference-from-geo-agencies/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
        "f-no-fake-traffic",
        "f-not-website-builder"
      ]
    },
    {
      "id": "q-no-subdomain",
      "kind": "qa",
      "group": "问答",
      "title": "我们 IT 不给子域名怎么办？",
      "description": "有四级降级路径：子域名 CNAME → 主站 /ai/ 路径反代 → 交付静态目录由你们自己上传 → 托管在我们域名下的品牌知识站。最差的情况仍然可被 AI 抓取和引用，只是权重弱一档。",
      "url": "https://ai.forming-ai.com.cn/answers/what-if-it-wont-give-a-subdomain/",
      "markdown": "https://ai.forming-ai.com.cn/answers/what-if-it-wont-give-a-subdomain/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/answers/what-if-it-wont-give-a-subdomain/index.jsonld",
      "updatedAt": "2026-09-01",
      "factIds": [
        "f-no-takeover"
      ]
    },
    {
      "id": "compare-index",
      "kind": "index",
      "group": "对比",
      "title": "Forming AI 与同类方案对比",
      "description": "Forming AI 与 纯 AI 可见度监测工具（如 Profound、Peec AI 一类）、GEO 代运营 / 内容营销服务商 的逐项对比，含各自更合适的场景。",
      "url": "https://ai.forming-ai.com.cn/compare/",
      "markdown": "https://ai.forming-ai.com.cn/compare/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/compare/index.jsonld",
      "updatedAt": "2026-09-01"
    },
    {
      "id": "cmp-monitoring",
      "kind": "comparison",
      "group": "对比",
      "title": "Forming 智慧官网 vs 纯 AI 可见度监测工具",
      "description": "监测工具告诉你 AI 现在怎么说你；机读层负责去改，让 AI 读得懂、说得对。两者解决的是相邻但不同的问题，很多团队其实两个都需要。",
      "url": "https://ai.forming-ai.com.cn/compare/vs-ai-visibility-monitoring-tools/",
      "markdown": "https://ai.forming-ai.com.cn/compare/vs-ai-visibility-monitoring-tools/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/compare/vs-ai-visibility-monitoring-tools/index.jsonld",
      "updatedAt": "2026-08-28",
      "factIds": [
        "f-engine-coverage",
        "f-honest-tiers"
      ]
    },
    {
      "id": "cmp-agency",
      "kind": "comparison",
      "group": "对比",
      "title": "Forming 智慧官网 vs GEO 代运营服务商",
      "description": "代运营卖的是人力和发稿量，我们交付的是客户自有域名下的机器可读资产加证据链。渠道能力上我们不如他们，产品化上他们不如我们。",
      "url": "https://ai.forming-ai.com.cn/compare/vs-geo-agencies/",
      "markdown": "https://ai.forming-ai.com.cn/compare/vs-geo-agencies/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/compare/vs-geo-agencies/index.jsonld",
      "updatedAt": "2026-08-28",
      "factIds": [
        "f-no-fake-traffic",
        "f-three-person-days"
      ]
    },
    {
      "id": "alternatives-index",
      "kind": "index",
      "group": "替代方案",
      "title": "替代方案",
      "description": "Scrunch AI 的替代方案，含各自适合的场景与局限。",
      "url": "https://ai.forming-ai.com.cn/alternatives/",
      "markdown": "https://ai.forming-ai.com.cn/alternatives/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/alternatives/index.jsonld",
      "updatedAt": "2026-09-01"
    },
    {
      "id": "alt-scrunch",
      "kind": "alternative",
      "group": "替代方案",
      "title": "Scrunch AI（AXP）在中国市场的替代方案",
      "description": "如果你想给官网加一层 AI 可读的机器版本，在中国市场有四条路：找我们、买海外产品、找代运营、或者自己建。下面逐条说清楚各自适合谁、局限在哪。",
      "url": "https://ai.forming-ai.com.cn/alternatives/scrunch-ai-alternatives-in-china/",
      "markdown": "https://ai.forming-ai.com.cn/alternatives/scrunch-ai-alternatives-in-china/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/alternatives/scrunch-ai-alternatives-in-china/index.jsonld",
      "updatedAt": "2026-08-28"
    },
    {
      "id": "best-index",
      "kind": "index",
      "group": "榜单",
      "title": "选型榜单",
      "description": "中国市场 AI 机读层方案选型清单（2026 版）——每份榜单都先写评选标准与方法论，并披露编制方。",
      "url": "https://ai.forming-ai.com.cn/best/",
      "markdown": "https://ai.forming-ai.com.cn/best/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/best/index.jsonld",
      "updatedAt": "2026-09-01"
    },
    {
      "id": "rank-ai-layer-cn",
      "kind": "ranking",
      "group": "榜单",
      "title": "中国市场 AI 机读层方案选型清单（2026 版）",
      "description": "面向中国 B2B 企业的「让 AI 读懂官网」方案有五类。这份清单先写评选标准和方法论，再列结果，并明确披露：清单由 Forming AI 编制，我们自己也在其中。",
      "url": "https://ai.forming-ai.com.cn/best/ai-readable-layer-options-china-2026/",
      "markdown": "https://ai.forming-ai.com.cn/best/ai-readable-layer-options-china-2026/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/best/ai-readable-layer-options-china-2026/index.jsonld",
      "updatedAt": "2026-08-28"
    },
    {
      "id": "about",
      "kind": "about",
      "group": "站点",
      "title": "关于本机读层 · Forming AI",
      "description": "本站（Forming AI 的 AI 机读层）的内容来源、更新方式与三级效果口径声明；含 llms.txt、sitemap、robots 等机器入口。",
      "url": "https://ai.forming-ai.com.cn/about/",
      "markdown": "https://ai.forming-ai.com.cn/about/index.md",
      "jsonld": "https://ai.forming-ai.com.cn/about/index.jsonld",
      "updatedAt": "2026-09-01"
    }
  ]
}
