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SEO/GEO Agent SOP — Autonomous AI Agent for Search Optimization

The complete day-by-day operational SOP to run an AI SEO Agent — achieve ~32K Google impressions in one month with Generative Engine Optimization (GEO)

License: MIT Language: EN/ZH/JA/KO ClawHub Install HuggingFace GitHub stars GitHub forks Website PRs Welcome

English | 中文 | 日本語 | 한국어


Need a 1-on-1 SEO/GEO strategy call? Book a session for $200 (Crypto/USDT and Wire Transfer accepted) — Contact @Iris_carrot on Telegram

Or visit gingiris.com — Iris's consulting practice with 1:1 sessions, startup coaching, and enterprise retainer options.


Why Star this repo?

  • Execution-Layer: While gingiris-seo-geo teaches strategy, this skill tells your Agent exactly what to do every day.
  • Battle-Tested: Verified with a real content site achieving ~32K impressions in ~1 month via AI SEO automation.
  • Agent-Native: Designed as an AI Agent Skill — install it and let your AI run SEO autonomously.
  • Complete Templates: Daily report, keyword mapping table, CTA blocks, Owner Checklist — all copy-paste ready.

English

Version: v1.0 (May 2026) | Verified with real content site data

What is the SEO/GEO Agent SOP?

This is a complete operational SOP (Standard Operating Procedure) for running an autonomous AI agent that handles daily SEO and GEO (Generative Engine Optimization) tasks. It answers the question: "I have an AI agent with access to Google Search Console — how do I make it automate my entire SEO workflow?"

The SOP covers:

  • Content SEO automation — keyword research, content briefs, BOFU landing pages
  • Technical SEO — Schema markup, IndexNow, internal linking architecture
  • Programmatic SEO — scale content production with AI agents
  • Generative Engine Optimization (GEO) — optimize for ChatGPT, Perplexity, Claude, Gemini citations
  • Google Search Console automation — daily monitoring, ranking tracking, CTR optimization

Who Is This For?

Audience Use Case
AI Agent developers Build SEO automation tools with this SOP as the blueprint
Startup founders Automate SEO without hiring a team — let your Agent do it
Growth marketers Integrate AI agents into existing SEO workflows
Technical SEOs Structured agent-driven approach to daily operations
Content teams Scale with programmatic SEO using AI agents

The 4-Week Timeline

Week 0: Foundation (GSC + GA4 + API keys + baseline audit)
     ↓
Week 1: BOFU landing pages (pricing, comparisons → highest conversion)
     ↓
Week 2: Internal links + content distribution (index coverage jumps)
     ↓
Week 3: GEO reinforcement (FAQ Schema, AI-friendly format, IndexNow)
     ↓
Week 4: CTR optimization + scale (high-impression pages → clicks)
     ↓
Result: ~32K impressions, 8-11 keywords on Page 1, 86% index coverage

Core Deliverables

Deliverable Frequency Purpose
SEO Daily Report Daily Track "keywords on Page 1" as headline metric
Keyword → Landing Page Map Continuous Single source of truth for content SEO strategy
CTA Conversion Blocks Every page Convert search traffic to business goals
GEO Triple Combo Every page FAQ + Table + Direct-answer for AI search citation
Owner Checklist One-time Human tasks the AI Agent can't automate

Key Innovation: Unified SEO + GEO Strategy

This SOP doesn't treat GEO as an afterthought. Every content piece is simultaneously optimized for:

  • Google Search ranking (keywords, internal links, Schema markup, technical SEO)
  • AI search citation (direct answers, structured tables, FAQ Schema, IndexNow push to ChatGPT/Perplexity/Claude)
  • Conversion (CTA blocks with UTM tracking, funnel analytics via GA4)

AI Traffic Tracking (Original Innovation)

GA4 by default mixes ChatGPT/Perplexity/Claude referral visits into Referral/Organic/Direct channels. This SOP includes a complete AI traffic source identification regex + GA4 configuration, enabling you to isolate and measure GEO-driven traffic independently.

Installation

# Install via ClawHub (recommended for Claude Code, Cursor, Cline, Amp, Codex)
clawhub install gingiris-seo-geo-agent

# Or install via skills CLI
npx skills install gingiris-seo-geo-agent

After installation, tell your Agent: "Follow the gingiris-seo-geo-agent SOP to run my product SEO, starting from Week 0."

Tools Stack (Minimum Viable)

DataForSEO (paid ~$50-100/mo) — keyword Volume/KD + real-time ranking + AIO detection
+ Google Search Console (free) — real impressions/clicks/CTR data
+ GA4 (free) — traffic → conversion funnel tracking
= Everything needed for AI-powered SEO automation

中文版

版本:v1.0(2026年5月)| 经真实内容站验证

什么是 SEO/GEO Agent SOP?

这是一份完整的 AI Agent SEO/GEO 运营 SOP(标准操作流程)。解决的核心问题是:「我有一个可以接入 Google Search Console 的 AI Agent——怎么让它每天自动帮我做 SEO?」

覆盖范围:

  • 内容 SEO 自动化 — 关键词研究、内容简报、BOFU 落地页
  • 技术 SEO — Schema 标记、IndexNow、内链架构
  • 程序化 SEO — 用 AI Agent 规模化内容产出
  • 生成式引擎优化 (GEO) — 针对 ChatGPT、Perplexity、Claude、文心一言优化
  • Google Search Console 自动化 — 每日监控、排名追踪、CTR 优化

适合谁用?

  • AI Agent 开发者 — 构建 SEO 自动化工具的蓝图
  • 创业者 — 不雇人也能做好 SEO,让 Agent 全自动运营
  • 增长黑客 / 营销人 — 把 AI Agent 整合进 SEO 工作流
  • 技术 SEO 从业者 — 结构化的 Agent 驱动日常运营方法
  • 内容团队 — 用程序化 SEO 规模化内容生产

4 周时间线

Week 0: 地基(GSC + GA4 + API + 基线审计)
     ↓
Week 1: BOFU 落地页(定价页、竞品对比 → 最高转化率)
     ↓
Week 2: 内链 + 分发铺面(索引覆盖率跳增)
     ↓
Week 3: GEO 强化(FAQ Schema、AI友好格式、IndexNow 推送)
     ↓
Week 4: CTR 榨取 + 规模化(高曝光页→点击优化)
     ↓
结果: ~3.2万曝光,8-11个关键词进首页,86%索引覆盖率

核心创新:SEO + GEO 统一运营

每篇内容同时优化三个维度:

  • Google 排名(关键词布局、内链架构、Schema 标记、技术 SEO)
  • AI 搜索引用(直接回答、结构化表格、FAQ Schema、IndexNow 推送)
  • 转化(CTA 转化块 + UTM 追踪 + GA4 漏斗分析)

AI 引流量追踪(独创方案)

GA4 默认把 ChatGPT/Perplexity/Claude 来的访问混进 Referral/Organic/Direct。本 SOP 包含完整的 AI 来源识别 regex + GA4 配置方案,让你单独量化 GEO 的真实引流效果。


日本語版

SEO/GEO Agent SOP とは?

AI Agentに毎日のSEO/GEO(生成エンジン最適化)作業を自律的に実行させるための完全なオペレーションSOPです。

カバー範囲:

  • コンテンツSEO自動化 — キーワード調査、コンテンツブリーフ、BOFU LP
  • テクニカルSEO — Schema マークアップ、IndexNow、内部リンク設計
  • プログラマティックSEO — AIエージェントによるコンテンツ大量生産
  • GEO — ChatGPT、Perplexity、Claude、Geminiからの引用最適化
  • GSC自動化 — 日次モニタリング、ランキング追跡、CTR最適化

実サイトで検証済み:1ヶ月で約3.2万Google インプレッション達成

インストール

clawhub install gingiris-seo-geo-agent

한국어판

SEO/GEO Agent SOP란?

AI 에이전트가 매일 SEO/GEO(생성 엔진 최적화) 작업을 자율적으로 수행하도록 하는 완전한 운영 SOP입니다.

커버 범위:

  • 콘텐츠 SEO 자동화 — 키워드 리서치, 콘텐츠 브리프, BOFU 랜딩페이지
  • 테크니컬 SEO — Schema 마크업, IndexNow, 내부 링크 구조
  • 프로그래밍 방식 SEO — AI 에이전트로 콘텐츠 대량 생산
  • GEO — ChatGPT, Perplexity, Claude, Gemini 인용 최적화
  • GSC 자동화 — 일일 모니터링, 랭킹 추적, CTR 최적화

실제 사이트로 검증: 한 달 만에 약 3.2만 Google 노출 달성.

설치

clawhub install gingiris-seo-geo-agent

❓ FAQ (Frequently Asked Questions)

Q: What is the difference between gingiris-seo-geo and gingiris-seo-geo-agent?

A: gingiris-seo-geo is the strategy playbook — it teaches SEO/GEO methodology, keyword funnel design, E-E-A-T writing systems, and JSON-LD templates. gingiris-seo-geo-agent is the execution SOP — it tells your AI agent exactly what to do every day with daily reports, keyword mapping tables, and CTA conversion templates. Use both together: strategy informs the plan, this SOP executes it.

Q: Can an AI agent really automate SEO? / AI Agent 真的能自动化 SEO 吗?

A: Yes. An AI agent can handle 90% of SEO tasks autonomously — keyword research, content generation, internal linking, Schema markup, daily ranking reports, and CTR optimization. The remaining 10% (domain setup, OAuth authentication, payment processing) requires human action once. This SOP clearly separates both with an Owner Checklist.

Q: How do I track AI search traffic from ChatGPT, Perplexity, and Claude?

A: This SOP includes a complete AI traffic source identification regex pattern + GA4 configuration guide. By default, GA4 mixes AI-referred visits into Referral/Organic/Direct — our method isolates GEO traffic for accurate measurement of generative engine optimization results.

Q: What is Generative Engine Optimization (GEO)?

A: GEO (Generative Engine Optimization) is the practice of optimizing content to be cited by AI-powered search engines like ChatGPT Search, Perplexity AI, Google AI Overview, and Claude. This SOP integrates GEO with traditional SEO so every page ranks on Google AND gets cited by AI models simultaneously.

Q: What's the minimum budget to run this SEO agent SOP?

A: DataForSEO (~$50-100/month for keyword and ranking data) + Google Search Console (free) + GA4 (free) = ~$50-100/month total. The AI agent itself runs on your existing Claude/GPT/Cursor subscription.

Q: Is this SEO SOP only for English markets?

A: No. The SOP is language-agnostic and market-agnostic. Set [GEO_TARGET] to your target market (US-en, zh-CN, ja, ko, etc.) and all keyword research, ranking queries, and content templates adapt automatically. Verified for English, Chinese, Japanese, and Korean markets.

Q: How does this compare to hiring an SEO agency?

A: An SEO agency costs $3,000-10,000+/month. This SOP + AI agent costs ~$50-100/month for tools. The agent works 24/7 without breaks, produces daily reports, and scales content production far beyond what a single SEO manager can do. You maintain full control and transparency.


🔗 Related Gingiris Skills

Skill Relationship Install
gingiris-seo-geo Strategy layer — methodology & theory (pair with this SOP) clawhub install gingiris-seo-geo
gingiris-growth-finder Meta-router — diagnoses growth problems, picks the right playbook clawhub install gingiris-growth-finder
gingiris-launch Product Hunt launch — SEO content amplifies launch momentum clawhub install gingiris-launch
gingiris-opensource Open source marketing — SEO is the evergreen channel for OSS clawhub install gingiris-opensource
gingiris-b2b-growth B2B SaaS lifecycle — SEO feeds top of funnel clawhub install gingiris-b2b-growth
gingiris-aso-growth App Store Optimization — mobile growth companion clawhub install gingiris-aso-growth

All Gingiris skills: clawhub.ai/user/gingiris | HuggingFace/Gingiris


About the Author

Iris (生姜iris) — Former cofounder & COO of AFFiNE ($10M raised), Forbes Asia 30 Under 30. Led growth from 0 to 60k GitHub stars across 100+ countries. Consulted 150+ AI startups on SEO/GEO/GTM strategy.


License

MIT License — Use and adapt for your own SEO/GEO operations!


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