AI 营销智能体 × GEO 生成式搜索优化 —— 帮企业接住每一次咨询，让品牌出现在 AI 搜索的答案里，把一次性成交变成可运营的客户资产。 AI Marketing Agents × GEO (Generative Engine Optimization) — capture every inquiry, own your position in AI-generated answers, and turn one-time deals into operable customer assets.
三个已经发生、且不可逆的变化，正在重新定义每一个行业的获客方式。Three irreversible shifts are redefining how every industry acquires customers.
从"三亚亲子酒店推荐"到"海南买房需要什么条件"，客户的了解之旅第一站越来越多是直接问 AI——答案里有没有你，决定了客户有没有你。From "best family hotels in Sanya" to "Hainan home-buying policies", the first stop of discovery is increasingly a conversation with AI — whether your brand appears in the answer decides whether you exist.
传统搜索有十条链接、还有第二页；AI 的答案通常只推荐 2–3 个品牌。不在答案里，就等于在新入口上不存在。A search page shows ten links; an AI answer recommends only 2–3 brands. If you are not in the answer, you don't exist at this new entry point.
夜间、周末、跨时区的咨询持续发生。行业研究显示，约 79% 的营销线索最终未能转化——很大一部分不是没来，是没接住。Inquiries arrive at night, on weekends, across time zones. Industry research shows about 79% of marketing leads never convert — often not because they never came, but because nobody caught them.
这带来一个结构性机会：AI 推荐的不是"最会营销的品牌"，而是信息最清晰、最一致、最容易验证的品牌。这对认真经营的企业是好消息——只要把信息做对做统一，就能显著提升被推荐的概率。A structural opportunity: AI does not recommend the loudest brand — it recommends the one whose information is clearest, most consistent and easiest to verify. Good news for companies that run their business honestly.
标配底座解决"找得到、接得住"，增长引擎与品牌战略解决"做得大"，数字化底座让一切可量化、可复盘。The foundation ensures you are found and every inquiry is captured; the growth engine and brand strategy scale you up; the digital layer keeps everything measurable.
7×24 小时在线的 AI 顾问，装进官网、公众号、小程序、企业微信、抖音等所有现有阵地。承担完整营销承接链路：讲清品牌 → 问清需求 → 建立信任 → 留下线索 → 转给销售 → 数据回流。高意向客户自动分层、实时转人工并同步对话摘要。An always-on AI consultant embedded in your website, WeChat, mini-programs and Douyin. It runs the full chain: explain → discover needs → build trust → capture leads → hand off to sales → feed data back. High-intent leads are auto-tiered and routed to humans with full context.
让客户问 AI 时，答案是您。以"AI 可见度基线测试 → 品牌知识图谱 → 内容矩阵布局 → 权威源一致性建设 → 月度监测与口碑管理"五步方法，让品牌在豆包、DeepSeek、Kimi、文心一言等 AI 助手的答案中被准确、正面地提及。Be the answer when customers ask AI. A five-step method — AI visibility baseline → brand knowledge graph → content matrix → authoritative-source consistency → monthly monitoring — gets your brand accurately and positively cited by Doubao, DeepSeek, Kimi, ERNIE and more.
从品牌定位、VI/CIS 体系、案场与视觉包装，到内容生产与新媒体矩阵、整合传播、渠道招商与线索培育——保留传统品牌全案的深度，并用 AI 让内容生产效率提升 10 倍。From positioning, VI/CIS and visual packaging to content production, new-media matrix, integrated campaigns, channel recruitment and lead nurturing — full-agency depth, with AI-powered content at 10× efficiency.
数据中台与 BI 看板、数字化营销管理平台、RPA 流程自动化、私域与客户资产运营系统。打通"曝光—线索—到访—成交—复购"全链路数据，让每一分营销费用看得见效果。Data middle platform & BI dashboards, digital marketing management, RPA automation, and private-domain customer asset systems. Full-funnel visibility from exposure to repurchase, so every yuan of spend is accountable.
前沿 AI 技术，驱动商业变革——每一项能力都为可衡量的增长而设计。Frontier AI capabilities, engineered for measurable growth.
智能内容生成与全渠道分发，全链路接待与转化，支持多平台部署与私有化。Intelligent content generation, omnichannel engagement and conversion, multi-platform and private deployment.
AI 搜索引擎内容适配与结构化标记，让品牌在生成式答案中排名靠前、描述准确。Content adaptation and structured data for AI search engines — rank higher and be described accurately in generated answers.
7×24 小时智能客服与夜间时段承接，多模态交互，人机协同管理体系。24/7 intelligent customer service including night shifts, multimodal interaction, human-AI collaboration.
AI 批量生成文案、图片、视频素材，内容效率提升 10 倍，配合投放 ROI 持续优化。AI-generated copy, images and video at scale — 10× content efficiency with continuously optimized ad ROI.
企业数字化成熟度评估与 AI 可见度测试，输出个性化增长建议与优先级路线图。Digital maturity assessment and AI visibility testing, with tailored growth recommendations and a prioritized roadmap.
统一数据中台、实时可视化看板与智能分析引擎，让决策从"经验"走向"数据"。Unified data platform, real-time BI dashboards and analytics engines — decisions driven by data, not gut.
政策类回答只依据实时维护的知识库，不凭模型记忆作答。政策类问题必须 100% 准确才允许上线。Policy answers come only from a live-maintained knowledge base, never model memory. 100% accuracy required before launch.
价格、库存、优惠必须实时查询系统。查不到就如实告知并转人工，绝不给"大概"的数字。Prices, inventory and offers must come from live system queries. If unavailable, we say so and route to humans — never an "approximate" number.
退款、赔偿、特殊安排等 AI 一律不做承诺，转人工处理。AI 不做它不该做的承诺。Refunds, compensation and special arrangements are never promised by AI — always routed to humans.
明确标注为 AI 顾问，转人工入口常驻。不伪装成真人——这是原则，也是对客户的尊重。Clearly labeled as AI with an always-visible human handoff. We never impersonate real people.
每个行业都有专属场景清单、知识资产模板与合规红线，不是通用方案的简单换皮。Every industry gets dedicated scenario lists, knowledge-asset templates and compliance guardrails — not a re-skinned generic package.
OPC = One Person Company = 一人公司。一个人的公司，也可以有一个团队的战斗力。我们把企业级 AI 增长方法论，与当前主流 OPC／AI 智能体著作的方法论框架相融合，做成一人公司与超级个体学得会、用得上的课程与陪跑体系。 OPC stands for One Person Company. A one-person business can still have a team's firepower. The Academy fuses enterprise-grade AI growth methodology with the frameworks of leading OPC/AI-agent books into courses and coaching that solo founders can actually apply.
一人公司是这个时代增长最快的经营形态：知识付费、咨询顾问、设计服务、软件开发、跨境电商、直播带货、本地生活……一个人就是一家公司。但他们普遍缺三件事：获客没有系统、AI 工具不会用、财税合规心里没底。商学院的答案是——把 AI 智能体变成你的虚拟团队，用综艺式实操而非理论，教会你 15 类不用写代码的 AI 员工。 One-person companies are the fastest-growing business form today — yet most solo founders lack three things: a customer-acquisition system, practical AI skills, and compliance confidence. Our answer: turn AI agents into your virtual team, teaching 15 types of no-code AI staff through hands-on practice rather than theory.
智能体与大模型是什么关系？核心组件有哪些？开发平台怎么选？插件（能工）、工作流（任务引擎）、知识库（专业储备库）如何让智能体长出手脚。零基础起步，不需要写代码。Agents vs. models, core components, platform selection, and how plug-ins, workflows and knowledge bases give agents "hands and feet". Zero coding required.
前期规划三绝（赛道、目标人群、对标账号）打地基；搭建九绝带你从起名、人设、头像、简介、开场白、对话选题，到变现路径、上线测试、发布时机，一步步做出一个能转化的智能体。Plan with the Three Musts (niche, audience, benchmark), then build through the Nine Musts — name, persona, avatar, bio, opener, dialogue topics, monetization, testing and launch timing.
覆盖团队协作、信息处理、工作提效、创意生产四大场景：智能通知助手、专家答疑、7×24 智能客服、翻译、财报阅读、合同审核、图书速读、会议记录、材料撰写……逐个手把手搭出来。Across teamwork, information processing, efficiency and creative production: notification assistant, expert Q&A, 24/7 service, translation, financial-report reading, contract review, meeting notes, drafting and more — all built hands-on.
一人公司注册与主体选择、财税与社保实操、财产隔离与法人格否认防范、十大行业解决方案分册、90 天启动里程碑、盈亏平衡演算与止损退出。Registration and entity choice, tax & social security practice, liability isolation, ten vertical playbooks, 90-day milestones, break-even math and exit planning.
选对池塘钓大鱼Pick the right pond
精准狙击，一击必中Precision targeting
站在巨人肩上偷师Learn from the giants
名称即流量，一秒吸睛Your name is your traffic
让智能体"活"起来Bring it to life
第一眼定生死First impression decides
3 秒说清价值Value in 3 seconds
破冰金句，让用户开口Break the ice
钩住用户，越聊越上头Keep them hooked
优雅地把流量变钞票Turn traffic into cash
上线前大考，拒绝"人工智障"No dumb bots allowed
选对时机，一鸣惊人Timing is everything
线上录播 + 直播答疑，随报随学On-demand courses with live Q&A
每周里程碑 + 验收标准，陪你走完启动期Weekly milestones with acceptance criteria
12 章主册 + 10 册行业分册，可照抄执行12-chapter handbook + 10 vertical playbooks
同行案例复盘、资源对接、AI 工具情报Peer case reviews and resource matching
适合谁：超级个体、自由职业者、一人公司与小微创始人、想做副业变现的职场人。不适合：希望"听完就能躺赚"的人——商学院给的是动作、数字与工具，执行永远是你自己。 For: solo founders, freelancers, one-person companies and side-hustlers. Not for: anyone expecting passive income without execution — we give actions, numbers and tools; the doing is yours.
📖 课程体系参考并融合了当前 OPC／AI 智能体领域的公开出版物方法论框架，如《从0到1精通AI智能体》（波叔 主编，北京时代华文书局，2026）提出的智能体"规划三绝""搭建九绝"，以及《AI智能体实战·一人公司（OPC）从0到1落地手册》（人民邮电出版社）提出的四大职业场景十五个零代码智能体体系，并结合量化传记在企业项目中的实操经验重构而成。 📖 The curriculum references and integrates publicly published OPC/AI-agent frameworks — including the "Three Planning Musts" and "Nine Building Musts" from Mastering AI Agents from 0 to 1 (Bo Shu, Beijing Times Chinese Press, 2026), and the fifteen no-code agents across four professional scenarios from AI Agent in Practice: One-Person Company (OPC) from 0 to 1 (Posts & Telecom Press) — rebuilt with Quantitative Biography's own enterprise delivery experience.
每转一圈积累数据资产，下一圈转得更快——增长不是单次项目，而是持续加速的系统。Every turn compounds data assets and spins faster — growth is a system, not a one-off project.
数据挖掘与用户洞察，找到最值得投入的增长方向Mine data to find the growth direction worth investing
品牌定位、产品卖点、渠道组合、内容规划六维策略Positioning, selling points, channels and content planning
AI 内容工厂批量生成文案、图片、视频，效率提升 10 倍AI factory produces copy, image and video at 10× speed
社媒矩阵 + 精准投放 + GEO，精准触达目标人群Social matrix, precision ads and GEO reach the right audience
AI 智能体承接、私域沉淀与销售赋能，提升转化率AI agents capture, convert and nurture into private domain
品牌、流量、销售、效率四维复盘，持续迭代策略Four-dimension review to iterate strategy continuously
为什么 AI 智能体与 GEO 必须一起做？GEO 解决"找得到"，智能体解决"接得住"——引来了流量接不住，或接待能力再强没有流量，效果都会打对折。完整的闭环是：客户问 AI → 答案里出现你 → 打开页面 → AI 顾问 3 秒接待 → 留资或成交 → 数据回流指导下一轮。 Why GEO and AI Agents must work together? GEO makes you findable; agents make you responsive. Either half alone cuts results in half. The full loop: customer asks AI → your brand appears → they open your page → AI greets in 3 seconds → lead or sale → data feeds the next round.
文化不是墙上的标语，而是我们做每一个交付决策时的判断标准。Culture is not a slogan on the wall — it is the standard behind every delivery decision we make.
量化（Quantitative）：我们相信增长可以被测量。每一次曝光、每一条线索、每一分投入，都应该有清晰的口径与归属，让营销从"艺术"变成"科学"。传记（Biography）：我们相信增长值得被记录。每个认真经营的企业都有自己的增长故事，我们用 AI 与数据，把这段故事一页一页写实、写准、写下去。
Quantitative: growth can be measured. Every exposure, every lead, every yuan spent deserves clear metrics and attribution — turning marketing from an "art" into a "science". Biography: growth deserves to be chronicled. Every serious business has a growth story of its own; with AI and data, we help write it page by page — factually, accurately, and continuously.
我们把 AI 营销智能体与 GEO 做成企业可以直接使用的基础设施，而不是看得见摸不着的概念。We turn AI agents and GEO into usable infrastructure, not abstract buzzwords.
不做一次性外包，做"长期合伙人"：客户资产归客户、退出成本透明、效果口径公开，用信任换长期。Not a one-off vendor but a long-term partner: your data stays yours, exit costs are transparent, metrics are open.
用数据说话，不说没有依据的话。所有效果数据都标注统计口径与样本周期；做不到的事不承诺、不夸大。Speak with data, never without evidence. Every result is labeled with its methodology and sample period; we never overpromise.
政策和价格绝不靠猜。宁可不答、转人工，也不编造。AI 有边界，客户才敢托付。Never guess policy or price. Better to stay silent or escalate than fabricate. Bounded AI earns trust.
指标口径公开、数据后台可查、客户归属规则清晰、买断公式写进合同。不靠信息不对称赚钱。Open metrics, auditable data, clear attribution, buy-out formulas in the contract. We never profit from information asymmetry.
客户名单与经营数据始终归客户所有。我们的目标是让您愿意一直用下去，而不是把您锁定。Your customer data always belongs to you. Our goal is for you to stay because you want to — not because you are locked in.
依托自贸港政策与文旅资源，在文旅、地产、消费品牌行业做出标杆案例。Leverage the Free Trade Port to build benchmark cases in tourism, property and consumer brands.
电商、文旅、地产、物业、消费品牌——一核一包一壳一规，让每个新客户站在成熟方法论的起点上。E-commerce, tourism, property, facility management, consumer brands — pluggable packs so every client starts from proven ground.
通过智能体内核与行业包的标准化复用，把海南验证的能力带到更广阔的市场。Through standardized reuse of the agent core and industry packs, bring Hainan-proven capability to the wider market.
同一张表，把差异说清楚。One table, all the differences made clear.
| 对比维度Dimension | 传统营销公司Traditional Agency | 通用 AI 客服Generic AI Chatbot | 量化传记 Quantitative Biography |
|---|---|---|---|
| 品牌战略深度Brand strategy depth | 强Strong | 弱Weak | 强（全案 + AI 落地）Strong (full case + AI delivery) |
| AI 营销落地能力AI marketing delivery | 无None | 通用方案Generic | 行业深度定制Deep industry customization |
| GEO 生成式搜索优化GEO capability | 无None | 初步Basic | 系统化 + 可监测Systematic & measurable |
| 是否懂本地行业Local industry knowledge | 部分Partial | 不懂No | 海南本土深耕Hainan-based expertise |
| 政策/价格回答准确性Policy/price accuracy | 靠人Human-dependent | 可能编造May hallucinate | 实时查询，不猜数字Live queries, no guessing |
| 是否更换现有系统System replacement | —— | 常需更换Often required | 插件嵌入，不换系统Plug-in, no replacement |
| 客户名单与数据归属Customer data ownership | 不透明Unclear | 在平台方Platform-owned | 始终归客户Always the client's |
| 退出成本Exit cost | 不透明Opaque | 不透明Opaque | 买断公式写进合同Buy-out formula in contract |
以下为不同行业的项目成果，供参考。我们只讲有口径的数字。Selected project results across industries — numbers with methodology, nothing more.
AI 推荐场景中该品牌从未被提及。构建品牌知识图谱，在 20+ 权威媒体布局品牌内容，优化官网 Schema 标记。Brand never appeared in AI recommendations. Built knowledge graph, 20+ authoritative sources, Schema optimization.
夜间客服成本高、响应慢、夜间时段 ROI 为负。部署品牌数字员工承接夜间客服，建立人机协同管理体系。Night-shift service was costly and slow. Deployed a digital employee with human-AI collaboration.
同时在 8 个平台投放，预算分散、数据孤岛。3 个月上线统一平台，打通全部渠道数据，实现实时 ROI 看板。Ad spend scattered across 8 platforms. Unified platform live in 3 months with real-time ROI dashboard.
品牌成立 15 年、形象老化。重新定位赛道，全套 CIS 重建，配合焕新季传播战役。A 15-year-old brand with an aging image. Repositioned, full CIS rebuilt, refresh campaign launched.
B 端为主、价格战严重、询价线索质量差。提炼差异化定位，构建专业内容营销体系，发布行业白皮书。B2B price war with poor lead quality. Differentiated positioning, content marketing system, industry whitepaper.
区域性品牌，渠道集中在线下商超，线上认知几乎为零。构建线上线下联动内容矩阵，打通"种草—直播—电商"闭环。Regional brand with near-zero online presence. Built content matrix and a seeding–livestream–e-commerce loop.
以上数据为各项目服务周期内的统计结果，具体统计口径与样本说明可另行提供。不同行业、不同基础条件的企业实际效果存在差异，本页所载数据不构成对服务结果的承诺。Figures are statistical results within each project's service period; methodology and sample details available on request. Results vary by industry and starting conditions. These figures do not constitute a guarantee of service outcomes.
客户在合作前最常问的八个问题。The eight questions clients ask most before partnering with us.
三种方式都支持随时按合同公式买断退出。我们的目标是让您愿意一直用下去，而不是把您锁定。All models support buy-out exit anytime. Our goal is for you to stay because you want to — not because you are locked in.
按年订阅数智底座，按需叠加增长服务。90 天单场景试点起步，验证后扩展。Annual subscription to the digital foundation, with growth services on demand. Start with a 90-day pilot.
我们投入系统、内容与运营，只从系统归因的实际回款中分成。分成比例逐年递减——因为建设成本由我们承担。We invest in systems, content and operations, sharing only in attributed revenue. Rates decrease yearly as we bear the build cost.
支付一半服务费，其余按较低比例分成。双方共担投入，利益绑定。Half the service fee upfront plus a lower revenue share — shared investment, aligned interests.
1–3 天Days 1–3
3–5 天 · 基线测试Days 3–5 · Baseline
3–5 天 · 逐项说明Days 3–5 · Itemized
1 周 · 资料清单Week 1 · Data checklist
15 个工作日15 working days
月报 + 季度优化Monthly + quarterly
先看清问题，再谈方案。我们提供一次免费的 AI 可见度诊断——用真实客户会问的问题测试主流 AI 平台，让您先看到：客户问 AI 的时候，您的品牌出现了几次？ See the problem before buying the solution. Get a free AI visibility audit — we test the questions your customers actually ask across mainstream AI platforms, so you can see exactly how often your brand appears.
