| name | gingiris-seo-geo |
| description | 🇺🇸 SEO & GEO Dual-Engine Playbook 2026 — Rank on Google AND get cited by AI search (ChatGPT, Perplexity, Claude, Gemini). Battle-tested from AFFiNE (60k GitHub stars in 24 months) and 150+ AI startup consultations. E-E-A-T writing voice system, keyword funnel strategy, JSON-LD schema templates, comparison page SOP, IndexNow setup, Generative Engine Optimization content patterns.
🇨🇳 SEO & GEO 双引擎增长手册 —— 同时拿下 Google 排名和 AI 搜索引用（ChatGPT、Perplexity、Claude、文心一言）的完整方法论。AFFiNE 60k stars 与 150+ AI 创业公司咨询实战验证。E-E-A-T 写作声音系统、关键词漏斗、JSON-LD 结构化数据、竞品对比页 SOP、IndexNow 推送、生成式引擎优化内容模式。
🇯🇵 SEO & GEO デュアルエンジングロースプレイブック — Google検索とAI検索（ChatGPT、Perplexity、Claude）の両方で評価される手法。AFFiNE 60k starsと150社以上のAIスタートアップコンサルティングで検証。E-E-A-Tライティング、キーワードファネル、Schema.org構造化データ、比較ページSOP。
🇰🇷 SEO & GEO 듀얼 엔진 성장 플레이북 — 구글 검색과 AI 검색(ChatGPT, Perplexity, Claude) 양쪽 모두에서 인용되는 방법론. AFFiNE 60k 스타와 150+ AI 스타트업 컨설팅으로 검증. E-E-A-T 글쓰기, 키워드 퍼널, Schema.org 구조화 데이터, 비교 페이지 SOP.
Triggers: "SEO" | "GEO" | "Generative Engine Optimization" | "AI search optimization" | "ChatGPT SEO" | "Perplexity SEO" | "Claude SEO" | "search optimization" | "content SEO" | "technical SEO" | "schema markup" | "JSON-LD" | "structured data" | "IndexNow" | "E-E-A-T" | "keyword strategy" | "keyword funnel" | "comparison page" | "programmatic SEO" | "SaaS SEO" | "搜索优化" | "AI 搜索" | "内容 SEO" | "GEO 优化" | "生成式引擎优化"
|
| when_to_use | Use this skill when you need to: rank on Google AND get cited by AI search (ChatGPT,
Perplexity, Claude, Gemini), build keyword funnel strategy, implement JSON-LD schema,
write E-E-A-T content, create comparison pages, set up IndexNow, or run GEO optimization.
Trigger phrases: "SEO" | "GEO" | "AI search" | "keyword strategy" | "schema markup" |
"搜索优化" | "GEO优化" | "AI搜索引用" | "生成式引擎优化" | "内容SEO"
|
SEO & GEO 双引擎增长手册
Language / 语言: 中文 | English
中文版
作者：Iris (生姜iris) | 版本：v1.0 (2026年4月)
核心理念
SEO 和 GEO 不是两件事，是一件事的两面。结构化数据同时服务传统搜索和 AI 搜索。
传统 SEO 解决「被搜到」，GEO 解决「被 AI 引用」。
2026 年的搜索流量已经分裂为两个入口：Google/Bing 的传统排名，和 ChatGPT/Perplexity/Claude 的 AI 回答。你的内容必须同时在两个战场上赢。
SEO + GEO 双引擎对比
| 维度 | SEO（传统搜索） | GEO（AI 搜索） |
|---|
| 目标 | Google/Bing 排名 | AI 回答中被引用 |
| 核心信号 | 反向链接 + 关键词匹配 | 结构化数据 + E-E-A-T 真实性 |
| 内容格式 | H2/H3 层级 + 长尾词覆盖 | 直接回答 + 对比表格 + FAQ Schema |
| 技术手段 | XML Sitemap + Core Web Vitals | IndexNow + robots.txt 开放 AI 爬虫 |
| 衡量方式 | GA4 自然流量 + Ahrefs 排名 | 手动检查 AI 引用频率 |
五个核心原则
- 从 BOFU 往上做 — 先做高意向关键词（定价、对比），再做教育型内容。转化率最高的词优先。
- 真实声音是最好的 E-E-A-T — 不要让 AI 写得像 AI。用创始人声音、真实数字、亲历故事建立可信度。
- 结构化 = 可引用 — Key Stats 表格、FAQ Schema、对比矩阵让 AI 引擎直接抓取引用。
- IndexNow 是 GEO 的基础设施 — 内容更新后秒级推送到 Bing/AI 搜索，不等爬虫。
- 对比页是 SEO 金矿 — 每个竞品一个独立页面，截获决策期用户。
详细指南
English
Author: Iris (生姜iris) | Version: v1.0 (April 2026)
Core Philosophy
SEO and GEO are not two separate things — they're two sides of the same coin. Structured data serves both traditional search and AI search simultaneously.
Traditional SEO solves "being found." GEO solves "being cited by AI."
In 2026, search traffic splits into two entry points: Google/Bing rankings, and AI answers from ChatGPT/Perplexity/Claude. Your content must win on both battlefields.
SEO + GEO Dual-Engine Comparison
| Dimension | SEO (Traditional Search) | GEO (AI Search) |
|---|
| Goal | Google/Bing rankings | Cited in AI answers |
| Core Signal | Backlinks + keyword match | Structured data + E-E-A-T authenticity |
| Content Format | H2/H3 hierarchy + long-tail coverage | Direct answers + comparison tables + FAQ Schema |
| Technical | XML Sitemap + Core Web Vitals | IndexNow + robots.txt allowing AI crawlers |
| Measurement | GA4 organic traffic + Ahrefs rankings | Manual check of AI citation frequency |
Five Core Principles
- Start from BOFU, work upward — High-intent keywords first (pricing, comparisons), then educational content. Highest-converting terms get priority.
- Authentic voice is the best E-E-A-T — Don't let AI write like AI. Use founder voice, real numbers, first-hand stories to build credibility.
- Structured = Citable — Key Stats tables, FAQ Schema, comparison matrices let AI engines directly extract and cite.
- IndexNow is GEO infrastructure — Push content updates to Bing/AI search in seconds, don't wait for crawlers.
- Comparison pages are SEO gold mines — One dedicated page per competitor, capturing decision-stage users.
Detailed Guides
Key Results (Battle-Tested)
| Metric | Result |
|---|
| AFFiNE GitHub stars | 60,000+ (among fastest open-source projects to 10k pre-ChatGPT era) |
| GitHub Trending appearances | 28 times (Aug-Dec 2022) |
| Product Hunt #1 launches coached | 30+ |
| AI startups consulted | 150+ |
| Content cadence proven effective | 4 articles/week, KD 30-50 long-tail keywords |
