AI 搜索优化AI Search Optimization
让品牌更容易在 AI 搜索和推荐里被发现。Make the brand easier to discover inside AI search and recommendation surfaces.
GEO × AI Growth Studio
真实项目,真实增长,AI Native。 Real projects. Real growth. AI Native.
我们不是做品牌介绍,而是用真实项目训练 AI 增长系统。GEO、AI 内容、内容矩阵、社群增长和 CRM,被放在同一个可重复的工作流里。 We do not build brochure websites. We test AI growth through real projects, real communities and real users, then turn the loop into a repeatable system.
What is GEO?
我们先把品牌拆成 AI 可以理解的结构,再决定内容、分发和转化如何协同工作。We structure a brand so AI systems can understand it, recommend it and route users into the right content and workflows.
让品牌更容易在 AI 搜索和推荐里被发现。Make the brand easier to discover inside AI search and recommendation surfaces.
把内容从“发文”变成可以持续复用的知识结构。Turn posts into reusable knowledge structures, not one-off content.
把真实项目和品牌语义固定进模型理解里。Anchor real projects and brand semantics into model understanding.
研究、写作、分发、归档、跟进,全部串起来。Research, writing, distribution, archiving and follow-up in one loop.
What We Build
内容、分发、线索、CRM、自动化,都应该在同一个增长回路里。Content, distribution, leads, CRM and automation should all live in the same growth loop.
把研究、选题、成稿、改写和发布串成流水线。Connect research, topics, drafting, rewriting and publishing into one pipeline.
让活动、话题和用户关系形成可持续的传播飞轮。Turn events, topics and user relationships into a durable referral loop.
把线索、跟进、标签和转化节奏统一到一个工作台。Unify leads, follow-up, tagging and conversion rhythm in one workspace.
让重复动作自动化,把时间留给策略和判断。Automate repetitive work so time stays focused on judgment and strategy.
Real Projects
我们只把 Sports、Community 和 Education 三类真实增长案例放到公开站上,因为它们才是实验室的证据。Only Sports, Community and Education case studies belong on the public site, because they are the proof behind the studio.
内容增长、社群转化、活动报名和训练营线索,放在同一条路径里测试。We use the same path to test content growth, community conversion, event signups and camp leads.
家庭、活动和社交传播,构成社区增长的核心飞轮。Families, events and social sharing form the core flywheel for community growth.
把教育内容、线索捕获、CRM 和跟进节奏统一到一个系统里。Unify educational content, lead capture, CRM and follow-up rhythm into one system.
AI Growth Systems
我们先采集信号,再做判断,然后把内容、分发和线索管理接起来。We collect signals first, make decisions next, then connect content, distribution and lead management.
收集真实项目、用户问题、搜索词和社群反馈。Collect real project signals, user questions, search terms and community feedback.
把信号整理成 GEO、内容与转化逻辑。Turn signals into GEO, content and conversion logic.
生成可复用的内容块,而不是一次性文案。Generate reusable content blocks instead of one-off copy.
把内容同步到小红书、视频号、社群和网页。Push content into Xiaohongshu, video channels, communities and web pages.
跟进、标签、分层和转化节奏自动归档。Archive follow-up, tagging, segmentation and conversion rhythm automatically.
Join the Lab
Real Projects. Real Traffic. Real AI Workflows.Real Projects. Real Traffic. Real AI Workflows.
参与研究、内容、分发和复盘。Take part in research, content, distribution and review.
做搜索、结构化、Embedding 和竞品研究。Work on search, structure, embedding and competitor research.
把研究结果变成可分发的内容。Turn research into distributable content.
维护社群、活动、关系和转化链路。Maintain communities, events, relationships and conversion paths.
服务真实体育项目的拍摄、剪辑和传播。Support shooting, editing and distribution for live sports projects.
Insights
这里会持续记录 GEO、AI 增长和真实项目的实验结果。This is where we keep the ongoing notes from GEO, AI growth and live project experiments.
把品牌结构做对,AI 才会真正理解你。Structure the brand correctly, and AI can actually understand it.
内容不该只负责曝光,而要连接研究、分发和线索。Content should not just create exposure; it should connect research, distribution and leads.
只有真实流量,才会暴露真实问题。Only real traffic exposes real problems.
Contact
适合合作的方向:Sports、Community、Education,以及任何需要 GEO、AI 内容系统和 CRM 的品牌。Best-fit areas: sports, community, education and any brand that needs GEO, AI content systems and CRM.
如果你要找的是一个极简、科技感、可持续迭代的增长工作室,这就是入口。If you want a minimal, AI-native and continuously improving growth studio, this is the entry point.