GEO AgentOps

Use when user needs GEO optimization for B2B export websites. Use when generating AI-friendly content for ChatGPT/Claude/Perplexity. Use when tracking AI citation rankings across platforms. Use when optimizing content for generative engine visibility. Use when user mentions "GEO", "AI搜索优化", "ChatGPT引流", "AI引用追踪", "出海运营".

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Install skill "GEO AgentOps" with this command: npx skills add wangm-a3/geo-agentops

外贸GEO运营系统:让海外采购商在ChatGPT里找到你的独立站

还在烧Google广告,询盘成本高达$1.2/条? GEO AgentOps用AI原生方式,让海外采购商在ChatGPT/Claude/Perplexity里主动找到你。

【能做什么】

  • GEO内容生成:6种格式一键输出,AI友好结构让引用率提升60%
  • 多平台分发:一键发布到LinkedIn、Twitter/X、Reddit、Medium、Quora
  • AI引用追踪:实时监控ChatGPT、Claude、Gemini、Perplexity的引用情况
  • 竞品分析:追踪竞争对手在AI搜索中的表现,弯道超车

【效果数据】

  • 询盘成本:从$1.20→$0.04(降低97%)
  • AI引用率:行业均值8%→68%
  • 1-2个月见效,速度是传统SEO的3倍

【安装】

npm install clawhub @geo-agentops && openclaw configure

适合B2B外贸公司、跨境独立站、DTC品牌出海团队。


Product Overview

GEO AgentOps 是一套完整的外贸生成引擎优化(Generative Engine Optimization)运营系统,专为B2B出海企业设计。

核心价值

  • 让AI引擎主动推荐你的产品和服务
  • 询盘成本低至$0.04(Google Ads需$1.20)
  • 1-2个月见效,速度是传统SEO的3倍

适用场景

  • B2B外贸公司SEO转型
  • 跨境独立站AI搜索流量获取
  • DTC品牌在AI搜索引擎的曝光
  • 询盘成本优化

Product Suite

Three Core Products

ProductFeaturePricing
Echo 📢GEO Content Intelligence Engine$19/mo
Wing 🪽Multi-Platform Content Distribution$39/mo
Radar 📡AI Citation Monitoring & Optimization$39/mo
All-in BundleAll three products$59/mo

6-Step GEO Workflow

Step 1: Configure Brand ⚙️

  • Set brand name, core keywords, target platforms
  • Output: Brand configuration file

Step 2: AI Content Generation 🤖

  • Select AI model × Agent type × topic
  • Generate 6 content formats in seconds
  • Output: Topic library, headlines, articles, FAQs, posts, reports

Step 3: Publish to Platforms 📤

  • Publish content to LinkedIn, Twitter/X, Reddit, Medium, Quora
  • Multi-platform format adaptation
  • Output: Published content records

Step 4: Log Content 📝

  • Track publication status in content management
  • Build content tracking index
  • Output: Content management sheet

Step 5: Track Citations 🔗

  • Monitor AI citations across ChatGPT, Claude, Gemini, Perplexity
  • Output: Citation ranking reports

Step 6: Generate Reports 📊

  • One-click operations report generation
  • Automated data aggregation
  • Output: Report documents

AI Console

4 Global AI Models

  • ChatGPT 🤖 - Broad reasoning & generation
  • Claude 💎 - Deep analysis & writing
  • Gemini ✨ - Google-native multimodal
  • Perplexity 🔍 - Real-time cited answers

6 Content Agents

AgentOutputPurpose
Topic Planner 📡Weekly topic libraryContent planning
Headline Generator 🔥10 high-CTR headlinesAttract clicks
GEO Article 📝1200-word full articleCore content
FAQ Content ❓8 AI-citable Q&A pairsBoost citation rate
LinkedIn Post 💼Professional postB2B social
Weekly Report 📊Auto report templateOperations review

Key Metrics

Core KPIs

MetricTargetDescription
AI Citation Rate≥60%% of content cited by AI
Cost per Inquiry≤$0.50Per inquiry cost
Content Output≥30/monthGEO articles published
Platform Coverage≥5Number of publishing platforms

Effect Timeline

  • 2–4 weeks — First AI citation
  • 1–2 months — Stable citations
  • 3–6 months — Inquiry surge

Case Studies

Amazon FBA Seller — Outdoor Gear Store

  • Industry: Outdoor equipment wholesale
  • Usage Duration: 8 months
  • Results:
    • Inquiry growth: +127%
    • Cost per inquiry: $0.04
    • Monthly AI-channel inquiries: 580
    • ChatGPT monthly citations: 12

Shopify DTC Brand — Kitchenware

  • Industry: Kitchenware B2B export
  • Usage Duration: 5 months
  • Results:
    • LinkedIn engagement: +340%
    • Average citation rate: 68%
    • Monthly qualified leads: 210

How to Use

User: Help me with GEO optimization for pet toy exports to the US
Agent:
1. Configure brand info (pet toys + US + B2B)
2. Generate topic library (10 topics)
3. Generate GEO articles (3 articles)
4. Generate FAQ pairs (8 Q&A)
5. Publish to target platforms
6. Set up citation tracking keywords

Common Rationalizations

RationalizationReality
"GEO is same as SEO"GEO optimizes for AI citations, not Google rankings; different algorithms, different strategies
"One article is enough"Consistent publishing builds AI citation history; frequency matters
"Skip competitor research"Understanding competitors helps find citation gaps and differentiation opportunities
"Publish everywhere"Quality over quantity; platform-specific content performs better than generic spam
"AI citations are instant"GEO takes 2-4 weeks for first citations, 1-2 months for stable results
"Content quantity = success"Citation quality and relevance matter more than raw volume
"Ignore content freshness"AI models favor recent content; regular updates improve citation chances

Verification

After completing geo-agentops workflow:

  • 品牌配置信息完整(名称、关键词、目标平台)
  • 生成的内容符合AI可引用结构(包含FAQ、列表、引用)
  • 内容长度≥800字(AI偏好深度内容)
  • 多平台发布格式适配正确(LinkedIn/Twitter/Reddit等)
  • 引用追踪关键词设置合理(品牌词+核心产品词)
  • 发布后内容管理表已更新记录
  • 案例研究数据已同步到报表系统
  • 竞品分析报告包含差异化建议

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