Skill: gingiris/gingiris-seo-geo (version 1.2.0)

--- 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" --- # SEO & GEO 双引擎增长手册 > Language / 语言: [中文](#中文版) | [English](#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 1. **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。 2. **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。 3. **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。 4. **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。 5. **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 | 主题 | 文件 | 说明 | |:---|:---|:---| | 关键词漏斗策略 | [references/keyword-strategy.md](references/keyword-strategy.md) | TOFU/MOFU/BOFU 关键词矩阵与优先级 | | SEO 技术基础 | [references/seo-foundations.md](references/seo-foundations.md) | 核心页面优化、Schema、站点架构 | | GEO 优化实操 | [references/geo-optimization.md](references/geo-optimization.md) | IndexNow、AI 爬虫、引用优化 | | 内容生产 SOP | [references/content-sop.md](references/content-sop.md) | 从选题到发布的完整流程 | | E-E-A-T 写作声音 | [references/writing-voice.md](references/writing-voice.md) | 创始人声音系统，提升真实性信号 | | 竞品对比页 SOP | [references/comparison-pages.md](references/comparison-pages.md) | 页面结构、Schema、关键词嵌入 | --- ## 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 1. **Start from BOFU, work upward** — High-intent keywords first (pricing, comparisons), then educational content. Highest-converting terms get priority. 2. **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. 3. **Structured = Citable** — Key Stats tables, FAQ Schema, comparison matrices let AI engines directly extract and cite. 4. **IndexNow is GEO infrastructure** — Push content updates to Bing/AI search in seconds, don't wait for crawlers. 5. **Comparison pages are SEO gold mines** — One dedicated page per competitor, capturing decision-stage users. ### Detailed Guides | Topic | File | Description | |:---|:---|:---| | Keyword Funnel Strategy | [references/en/keyword-strategy.md](references/en/keyword-strategy.md) | TOFU/MOFU/BOFU keyword matrix & prioritization | | SEO Technical Foundations | [references/en/seo-foundations.md](references/en/seo-foundations.md) | Core page optimization, Schema, site architecture | | GEO Optimization | [references/en/geo-optimization.md](references/en/geo-optimization.md) | IndexNow, AI crawlers, citation optimization | | Content Production SOP | [references/en/content-sop.md](references/en/content-sop.md) | End-to-end workflow from topic selection to publishing | | E-E-A-T Writing Voice | [references/en/writing-voice.md](references/en/writing-voice.md) | Founder voice system for authenticity signals | | Comparison Page SOP | [references/en/comparison-pages.md](references/en/comparison-pages.md) | Page structure, Schema, keyword embedding | --- ## 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 |


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