gingiris-seo-geo-x-7

原始内容

---
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. **Optimized for dev tools / OSS / B2B SaaS. 2C products (education, apps, games): see 2c-adaptation guide in references/.**

  🇨🇳 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。**默认适用于开发者工具 / 开源项目 / B2B SaaS，2C 产品（教育/应用/游戏）请参考 references/2c-adaptation.md。**

  🇯🇵 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。**デフォルトは開発者ツール／OSS／B2B SaaS向け。2C製品（教育・アプリ・ゲーム）はreferences/2c-adaptation.mdを参照。**

  🇰🇷 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. **기본값은 개발자 도구/OSS/B2B SaaS용. 2C 제품(교육·앱·게임)은 references/2c-adaptation.md 참조.**

  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 to rank on Google AND get cited by AI search (ChatGPT / Perplexity / Claude / Gemini):
  keyword funnel (volume 300-1000 / KD 5-35), JSON-LD schema, E-E-A-T content,
  comparison pages, IndexNow. Enforces 2026-06-24 execution standards:
  internal links ≤2-3/para, cite competitor blogs as external links, title contains
  best/free/top/guide+year, breadcrumb schema, Bing IndexNow for GEO indexing.
---

## ⚠️ 使用前：确认你的产品类型

本 skill 默认场景：**开发者工具 / 开源项目 / B2B SaaS 出海**

如果你的产品是 **2C 消费品 / 教育 / 应用 / 游戏**，以下参数需要调整：

| 参数 | 默认值（B2B/开源）| 2C 建议值 |
|------|------|------|
| 关键词 volume 下限 | 300 | 50（长尾高转化词量少但值得做）|
| E-E-A-T 要求 | 创始人真实声音 | YMYL 品类（教育/医疗/金融）需可验证资质 + 方法论透明页 |
| 启动渠道 | PH / GitHub / HN | Reddit 垂类社区 / 小红书 / TikTok / 知乎 / Quora |
| 程序化页面风险 | 低 | 需"每页独有价值"，防 doorway page penalty |
| 关键词策略 | 单轨 BOFU + 长尾 | 加"时间窗口红利词"（如"2026 新规/改革/新题型"）|
| 外链获取渠道 | 技术媒体 / dev blog | 行业媒体 / 学校机构 / 垂直 KOL |

详细 2C 使用指南见 → [`references/2c-adaptation.md`](references/2c-adaptation.md)

---

# 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（2026-06-24 执行标准）

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。

### 关键词选择标准（Ahrefs 筛选规则）

| 参数 | 标准 | 说明 |
|------|------|------|
| Volume | **300–1,000/月** | 新站专打此区间；大词竞争太激烈 |
| Keyword Difficulty | **KD 5–35** | KD > 35 = 新站短期内无法排进首页 |
| Traffic Potential | **300+** | 看该词落地页的整体流量潜力，不只看单词 |
| Search Intent | **第一要务** | 写前先看该词 Google top-10（忽略 Sponsored）判意图（step-by-step 指南 vs 列表/gallery），内容必须对齐意图 |
| 竞品新词 | **优先挖** | 扒竞品 blog 最新文，找还没被 Google 爬到的新词 |

### 页面优化执行标准

| 规则 | 标准 | 原因 |
|------|------|------|
| **内链密度** | **每段 ≤ 2-3 个** | 多了 Google 判 spam → 降 ranking |
| **外链策略** | **主动 cite 竞品 blog** | Google 视为客观 → 提信用分 → 提 ranking |
| **标题套路** | **best / free / top / guide + 年份** | CTR 提升最显著的公式 |
| **Meta description** | **关键词 rephrase**（如 "figma alternative" → "the alternative to Figma"）| 提点击率 |
| **面包屑导航** | **BreadcrumbList schema + 可见** | 结构信号 + SERP 富结果提 CTR |
| **Freshness** | **标注最后更新日期** | freshness 信号提排名 |
| **URL 结构** | **短 + 含词 + 带尾斜杠** | 可读 + 语义信号 |

### 外链建设标准

- **目录/评测站 listing 提交**：向评测/目录站提交 listing（提交费 $20–30/批），获取自然收录外链——**不是购买 dofollow 链接**（买链见 gr-backlinks 反模式：数天内被 Google 标记）
- **论坛外链**：量大但质低，有 penalty 风险——**不做 BacklinkBeam 那类操作**
- **正确路线**：HARO/Qwoted + 数据故事 press release = 高质量外链

### 历史案例：AFFiNE 零投放 SEO 战役（2022 末–2023，成熟站打法）

> ⚠️ **口径注意**：本案例的选词参数（KD 30–50 / 搜索量 ≈1,000）是 AFFiNE 2022–2023 时期的打法——当时站点已有 1 万+ star 带来的域名权重和全职内容团队。**新站请沿用上文 2026 标准（volume 300–1,000 / KD 5–35），本案例仅作历史参照，不替代现行标准。** 以下数字为播客口述（self-reported），用 ≈ 标注。

**完整 SOP（2023 年 2 月起执行，零 paid marketing）：**

1. **基建先行**：SEO 评分工具自查官网跑到 ≥90 分再开始铺内容，否则关键词排位上不去。
2. **选词**：用 Ahrefs/Semrush 反查竞品词库，选长尾词（当期参数 KD 30–50 / 搜索量 ≈1,000，见上方口径注意）。
3. **写前谷歌调研**：把关键词输进 Google，研究首页 5–6 篇现有文章——80% 的结构现成可抄（喂给 AI 可得约 70% 框架）；在此结构上做增量：替换过时数据（两年前的数字换最新）、换更精准的图、加入自家产品动图。
4. **质量标准**：≈1,500 词、图文 + 动图 + 表格；跳出率是权重信号——驻留时长 + 内链点击提升主站权重。
5. **外链互换**：早期没名气就在出海社群互换 backlink，或发邮件给月曝光几十万级（非头部）的站点谈交换。
6. **关键词矩阵内链**：过往 SEO 文章互相引用（遵守上文内链密度 ≤2–3/段标准）。
7. **年度维护**：高排名文章每年更新一遍产品图和竞品截图（2022 写的 2023 更新、2024 再更新）；素材库（最新 user case + 竞品最新截图）全员共同维护。
8. **产能**：一周 4 篇、一月 ≈20 篇。"SEO 是个很苦的活，但只要有耐心就可以出结果。"

**结果（self-reported）**：开始做 SEO 后 3 个月流量 ≈25 倍；月 ≈40–50 万稳定曝光全部来自 SEO，零投放。

**复利案例**："open source notion alternative" 一词投入最大精力写透，稳居 Google 前三/前四；Notion 宣布封禁俄罗斯账号时该词搜索暴增，单篇旧文自动承接了一波俄罗斯用户——高权重文章会在突发事件时免费接住流量，这就是 SEO 复利。

### GEO 执行标准

- **证据层优先（最高杠杆）**：AI 引用最看证据——证据引用层占权重 **43%**（权威引语16%+统计14%+可引用性13%）。每个核心结论配 1 条可核验权威引语或全口径统计，至少引 1 处一手论文（如 Aggarwal *GEO*, KDD 2024 = "up to 40%"）。**绝不编造数据/引用**，查不到标 `[建议补充]`。详见 [references/geo-evidence-standard.md](references/geo-evidence-standard.md)
- **Bing IndexNow**：内容更新后立即推送（不只是 Google）——让大模型更快 discover/index
- **AI 友好格式**：一句话答 + 表格 + FAQ Schema（FAQPage JSON-LD 5–8题）
- **GA4 监控**：配置 AI 来源 channel grouping（ChatGPT/Perplexity/Claude referral 单独追踪）

### 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 |
| **GEO 证据层标准** | [references/geo-evidence-standard.md](references/geo-evidence-standard.md) | 43% 权重表 + 证据纪律 + 一手论文引用库 |
| 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 |

### Keyword Selection Standards (2026-06-24)

| Parameter | Standard | Why |
|-----------|----------|-----|
| Volume | **300–1,000/month** | New sites only fight in this range; high-volume terms are too competitive |
| Keyword Difficulty | **KD 5–35** | KD > 35 = new sites can't reach page 1 short-term |
| Traffic Potential | **300+** | Evaluate the full page traffic potential, not just the single keyword |
| Search Intent | **#1 priority** | Before writing, check Google top-10 for the term (ignore Sponsored). Identify intent (step-by-step guide vs list/gallery). Content MUST align with intent — this is the #1 ranking factor |
| Competitor new words | **Mine first** | Scrape competitor blog's latest posts for terms Google hasn't indexed yet |

### Page Optimization Standards

| Rule | Standard | Reason |
|------|----------|--------|
| **Internal link density** | **≤ 2–3 per paragraph** | More = Google spam signal → ranking drop |
| **External link strategy** | **Actively cite competitor blogs** | Google reads as objective → trust score up → ranking up |
| **Title formula** | **best / free / top / guide + year** | Highest CTR lift formula |
| **Meta description** | **Keyword rephrase** (e.g. "figma alternative" → "the alternative to Figma") | CTR boost |
| **Breadcrumb nav** | **BreadcrumbList schema + visible** | Structure signal + SERP rich result → CTR |
| **Freshness** | **Show last-updated date** | Freshness signal improves ranking |
| **URL structure** | **Short + keyword-rich + trailing slash** | Readability + semantic signal |

### Backlink Standards

- **Directory/review listing submissions**: Submit listings to review/directory sites ($20–30 submission fee per batch) to earn naturally indexed backlinks — **not buying dofollow links** (see gr-backlinks anti-pattern: purchased links get flagged by Google within days)
- **Forum backlinks**: Volume but low quality, penalty risk — **avoid BacklinkBeam-style mass links**
- **Right approach**: HARO/Qwoted + data-driven press stories = quality backlinks

### Historical Case: AFFiNE Zero-Budget SEO Campaign (late 2022-2023, established-site playbook)

> ⚠️ **Calibration note**: The keyword parameters in this case (KD 30-50 / volume ≈1,000) reflect AFFiNE's 2022-2023 playbook — the site already had domain authority from 10k+ GitHub stars and a full-time content team. **New sites must follow the 2026 standard above (volume 300-1,000 / KD 5-35); this case is historical reference only and does not replace the current standard.** Numbers below are self-reported from podcast interviews, marked with ≈.

**Full SOP (executed from Feb 2023, zero paid marketing):**

1. **Infrastructure first**: Run an SEO audit tool on your site until it scores 90+ before producing content — otherwise keywords will not rank.
2. **Keyword selection**: Reverse-mine competitor keyword sets via Ahrefs/Semrush, pick long-tail terms (era parameters KD 30-50 / volume ≈1,000 — see calibration note above).
3. **Research Google before writing**: Enter the keyword into Google and study the 5-6 existing page-1 articles — 80% of the structure is already there (feeding them to AI yields ~70% of the framework). Then improve on it: replace outdated data (swap two-year-old numbers for current ones), use sharper images, add your own product GIFs.
4. **Quality bar**: ≈1,500 words with images + GIFs + tables; bounce rate is a ranking signal — dwell time and internal-link clicks lift site-wide authority.
5. **Backlink exchange**: With no brand yet, swap backlinks inside founder communities, or email non-head sites with hundreds of thousands of monthly impressions to negotiate exchanges.
6. **Keyword-matrix internal linking**: Cross-link all past SEO articles (within the ≤2-3 links/paragraph density standard above).
7. **Annual maintenance**: Refresh product and competitor screenshots in every high-ranking article each year (2022 articles updated in 2023, again in 2024); the whole team maintains a shared asset library of latest user cases and competitor screenshots.
8. **Cadence**: 4 articles/week, ≈20/month. "SEO is grueling work, but with patience it always pays off."

**Results (self-reported)**: traffic grew ≈25x within 3 months of starting SEO; ≈400-500k stable monthly impressions, all organic, zero paid spend.

**Compounding case**: The team poured maximum effort into one article for "open source notion alternative" and held Google positions 3-4 for it. When Notion announced its ban on Russian accounts, searches for that term spiked and the single old article automatically captured a wave of Russian users — high-authority articles catch event-driven traffic for free. That is SEO compounding.

### GEO Execution Standards

- **Evidence layer first (highest leverage)**: AI citation is won on evidence — the evidence layer is **43%** of GEO weight (quotes 16% + statistics 14% + citability 13%). Give every core claim a verifiable authoritative quote or a full-provenance statistic, and cite at least one primary paper (e.g. Aggarwal *GEO*, KDD 2024 = "up to 40%"). **Never fabricate data/citations**; flag unverifiable claims as `[needs-source]`. See [references/en/geo-evidence-standard.md](references/en/geo-evidence-standard.md)
- **Bing IndexNow**: Push immediately after every content update (not just Google) — helps LLMs discover/index faster
- **AI-friendly format**: One-sentence answer + table + FAQ Schema (FAQPage JSON-LD, 5–8 Q&As)
- **GA4 monitoring**: Configure AI source channel grouping (isolate ChatGPT/Perplexity/Claude referral traffic)

### 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 |
| **GEO Evidence-Layer Standard** | [references/en/geo-evidence-standard.md](references/en/geo-evidence-standard.md) | 43% weight table + evidence discipline + primary-source citation library |
| 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 5–35 long-tail keywords |
| AFFiNE SEO campaign 2022-2023 (self-reported) | Traffic ≈25x in 3 months; ≈400-500k monthly impressions, zero paid spend |
| Compounding keyword case | "open source notion alternative" held Google positions 3-4; auto-captured Russian user wave when Notion exited Russia |

---

## Platform Description

**EN:** SEO & GEO Dual-Engine Playbook 2026 — Rank on Google AND get cited by AI search (ChatGPT, Perplexity, Claude, Gemini). Enforces 2026-06-24 execution standards: Ahrefs keyword filter (volume 300–1,000 / KD 5–35 / traffic potential 300+), internal links ≤2–3 per paragraph, cite competitor blogs as external links, title formula best/free/top/guide+year, keyword rephrase in meta description, BreadcrumbList schema, $20–30 quality backlink outreach, Bing IndexNow for GEO, AI-friendly format (1-sentence answer + table + FAQ), GA4 AI traffic tracking.

**ZH:** SEO & GEO 双引擎增长手册（2026-06-24 标准）—— 同时拿下 Google 排名和 AI 搜索引用。关键词筛选标准：volume 300–1,000 / KD 5–35 / traffic potential 300+。执行规则：内链每段 ≤2–3 个、主动 cite 竞品外链、标题含 best/free/top/guide+年份、meta description 关键词 rephrase、面包屑 BreadcrumbList schema、$20–30 高质量外链、Bing IndexNow 推送、AI 友好格式（一句话答+表格+FAQ）、GA4 AI 流量追踪。

**JA:** SEO & GEO デュアルエンジン成長プレイブック（2026-06-24基準）— Google検索とAI検索（ChatGPT、Perplexity、Claude）の両方を攻略。キーワード選定基準：volume 300–1,000 / KD 5–35 / traffic potential 300+。実行ルール：内部リンクは段落あたり≤2–3個、競合ブログへの外部リンク、タイトルにbest/free/top/guide+年、meta descriptionのキーワードrephrase、BreadcrumbListスキーマ、$20–30外部リンク獲得、Bing IndexNow、AI対応フォーマット（一文回答+表+FAQ）、GA4 AIトラフィック追跡。

**KO:** SEO & GEO 듀얼 엔진 성장 플레이북（2026-06-24 기준）— 구글과 AI 검색(ChatGPT, Perplexity, Claude) 양쪽 동시 공략. 기본값은 개발자 도구/OSS/B2B SaaS용. 2C 제품은 references/2c-adaptation.md 참조. 키워드 선정 기준: volume 300–1,000 / KD 5–35 / traffic potential 300+. 실행 규칙: 단락당 내부링크 ≤2–3개, 경쟁사 블로그 외부링크 인용, 제목에 best/free/top/guide+연도, meta description 키워드 rephrase, BreadcrumbList 스키마, $20–30 고품질 백링크, Bing IndexNow, AI 친화적 포맷(한 문장 답변+표+FAQ), GA4 AI 트래픽 추적.

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. Optimized for dev tools / OSS / B2B SaaS. 2C products (education, apps, games): see 2c-adaptation guide in references/.

🇨🇳 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。默认适用于开发者工具 / 开源项目 / B2B SaaS，2C 产品（教育/应用/游戏）请参考 references/2c-adaptation.md。

🇯🇵 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。デフォルトは開発者ツール／OSS／B2B SaaS向け。2C製品（教育・アプリ・ゲーム）はreferences/2c-adaptation.mdを参照。

🇰🇷 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. 기본값은 개발자 도구/OSS/B2B SaaS용. 2C 제품(교육·앱·게임)은 references/2c-adaptation.md 참조.

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 to rank on Google AND get cited by AI search (ChatGPT / Perplexity / Claude / Gemini): keyword funnel (volume 300-1000 / KD 5-35), JSON-LD schema, E-E-A-T content, comparison pages, IndexNow. Enforces 2026-06-24 execution standards: internal links ≤2-3/para, cite competitor blogs as external links, title contains best/free/top/guide+year, breadcrumb schema, Bing IndexNow for GEO indexing.

⚠️ 使用前：确认你的产品类型

本 skill 默认场景：开发者工具 / 开源项目 / B2B SaaS 出海

如果你的产品是 2C 消费品 / 教育 / 应用 / 游戏，以下参数需要调整：

参数	默认值（B2B/开源）	2C 建议值
关键词 volume 下限	300	50（长尾高转化词量少但值得做）
E-E-A-T 要求	创始人真实声音	YMYL 品类（教育/医疗/金融）需可验证资质 + 方法论透明页
启动渠道	PH / GitHub / HN	Reddit 垂类社区 / 小红书 / TikTok / 知乎 / Quora
程序化页面风险	低	需"每页独有价值"，防 doorway page penalty
关键词策略	单轨 BOFU + 长尾	加"时间窗口红利词"（如"2026 新规/改革/新题型"）
外链获取渠道	技术媒体 / dev blog	行业媒体 / 学校机构 / 垂直 KOL

详细 2C 使用指南见 → references/2c-adaptation.md

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（2026-06-24 执行标准）

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。

关键词选择标准（Ahrefs 筛选规则）

参数	标准	说明
Volume	300–1,000/月	新站专打此区间；大词竞争太激烈
Keyword Difficulty	KD 5–35	KD > 35 = 新站短期内无法排进首页
Traffic Potential	300+	看该词落地页的整体流量潜力，不只看单词
Search Intent	第一要务	写前先看该词 Google top-10（忽略 Sponsored）判意图（step-by-step 指南 vs 列表/gallery），内容必须对齐意图
竞品新词	优先挖	扒竞品 blog 最新文，找还没被 Google 爬到的新词

页面优化执行标准

规则	标准	原因
内链密度	每段 ≤ 2-3 个	多了 Google 判 spam → 降 ranking
外链策略	主动 cite 竞品 blog	Google 视为客观 → 提信用分 → 提 ranking
标题套路	best / free / top / guide + 年份	CTR 提升最显著的公式
Meta description	关键词 rephrase（如 "figma alternative" → "the alternative to Figma"）	提点击率
面包屑导航	BreadcrumbList schema + 可见	结构信号 + SERP 富结果提 CTR
Freshness	标注最后更新日期	freshness 信号提排名
URL 结构	短 + 含词 + 带尾斜杠	可读 + 语义信号

外链建设标准

目录/评测站 listing 提交：向评测/目录站提交 listing（提交费 $20–30/批），获取自然收录外链——不是购买 dofollow 链接（买链见 gr-backlinks 反模式：数天内被 Google 标记）
论坛外链：量大但质低，有 penalty 风险——不做 BacklinkBeam 那类操作
正确路线：HARO/Qwoted + 数据故事 press release = 高质量外链

历史案例：AFFiNE 零投放 SEO 战役（2022 末–2023，成熟站打法）

⚠️ 口径注意：本案例的选词参数（KD 30–50 / 搜索量 ≈1,000）是 AFFiNE 2022–2023 时期的打法——当时站点已有 1 万+ star 带来的域名权重和全职内容团队。新站请沿用上文 2026 标准（volume 300–1,000 / KD 5–35），本案例仅作历史参照，不替代现行标准。 以下数字为播客口述（self-reported），用 ≈ 标注。

完整 SOP（2023 年 2 月起执行，零 paid marketing）：

基建先行：SEO 评分工具自查官网跑到 ≥90 分再开始铺内容，否则关键词排位上不去。
选词：用 Ahrefs/Semrush 反查竞品词库，选长尾词（当期参数 KD 30–50 / 搜索量 ≈1,000，见上方口径注意）。
写前谷歌调研：把关键词输进 Google，研究首页 5–6 篇现有文章——80% 的结构现成可抄（喂给 AI 可得约 70% 框架）；在此结构上做增量：替换过时数据（两年前的数字换最新）、换更精准的图、加入自家产品动图。
质量标准：≈1,500 词、图文 + 动图 + 表格；跳出率是权重信号——驻留时长 + 内链点击提升主站权重。
外链互换：早期没名气就在出海社群互换 backlink，或发邮件给月曝光几十万级（非头部）的站点谈交换。
关键词矩阵内链：过往 SEO 文章互相引用（遵守上文内链密度 ≤2–3/段标准）。
年度维护：高排名文章每年更新一遍产品图和竞品截图（2022 写的 2023 更新、2024 再更新）；素材库（最新 user case + 竞品最新截图）全员共同维护。
产能：一周 4 篇、一月 ≈20 篇。"SEO 是个很苦的活，但只要有耐心就可以出结果。"

结果（self-reported）：开始做 SEO 后 3 个月流量 ≈25 倍；月 ≈40–50 万稳定曝光全部来自 SEO，零投放。

复利案例："open source notion alternative" 一词投入最大精力写透，稳居 Google 前三/前四；Notion 宣布封禁俄罗斯账号时该词搜索暴增，单篇旧文自动承接了一波俄罗斯用户——高权重文章会在突发事件时免费接住流量，这就是 SEO 复利。

GEO 执行标准

证据层优先（最高杠杆）：AI 引用最看证据——证据引用层占权重 43%（权威引语16%+统计14%+可引用性13%）。每个核心结论配 1 条可核验权威引语或全口径统计，至少引 1 处一手论文（如 Aggarwal GEO, KDD 2024 = "up to 40%"）。绝不编造数据/引用，查不到标 [建议补充]。详见 references/geo-evidence-standard.md
Bing IndexNow：内容更新后立即推送（不只是 Google）——让大模型更快 discover/index
AI 友好格式：一句话答 + 表格 + FAQ Schema（FAQPage JSON-LD 5–8题）
GA4 监控：配置 AI 来源 channel grouping（ChatGPT/Perplexity/Claude referral 单独追踪）

详细指南

主题	文件	说明
关键词漏斗策略	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	核心页面优化、Schema、站点架构
GEO 优化实操	references/geo-optimization.md	IndexNow、AI 爬虫、引用优化
GEO 证据层标准	references/geo-evidence-standard.md	43% 权重表 + 证据纪律 + 一手论文引用库
内容生产 SOP	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	创始人声音系统，提升真实性信号
竞品对比页 SOP	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

Keyword Selection Standards (2026-06-24)

Parameter	Standard	Why
Volume	300–1,000/month	New sites only fight in this range; high-volume terms are too competitive
Keyword Difficulty	KD 5–35	KD > 35 = new sites can't reach page 1 short-term
Traffic Potential	300+	Evaluate the full page traffic potential, not just the single keyword
Search Intent	#1 priority	Before writing, check Google top-10 for the term (ignore Sponsored). Identify intent (step-by-step guide vs list/gallery). Content MUST align with intent — this is the #1 ranking factor
Competitor new words	Mine first	Scrape competitor blog's latest posts for terms Google hasn't indexed yet

Page Optimization Standards

Rule	Standard	Reason
Internal link density	≤ 2–3 per paragraph	More = Google spam signal → ranking drop
External link strategy	Actively cite competitor blogs	Google reads as objective → trust score up → ranking up
Title formula	best / free / top / guide + year	Highest CTR lift formula
Meta description	Keyword rephrase (e.g. "figma alternative" → "the alternative to Figma")	CTR boost
Breadcrumb nav	BreadcrumbList schema + visible	Structure signal + SERP rich result → CTR
Freshness	Show last-updated date	Freshness signal improves ranking
URL structure	Short + keyword-rich + trailing slash	Readability + semantic signal

Backlink Standards

Directory/review listing submissions: Submit listings to review/directory sites ($20–30 submission fee per batch) to earn naturally indexed backlinks — not buying dofollow links (see gr-backlinks anti-pattern: purchased links get flagged by Google within days)
Forum backlinks: Volume but low quality, penalty risk — avoid BacklinkBeam-style mass links
Right approach: HARO/Qwoted + data-driven press stories = quality backlinks

Historical Case: AFFiNE Zero-Budget SEO Campaign (late 2022-2023, established-site playbook)

⚠️ Calibration note: The keyword parameters in this case (KD 30-50 / volume ≈1,000) reflect AFFiNE's 2022-2023 playbook — the site already had domain authority from 10k+ GitHub stars and a full-time content team. New sites must follow the 2026 standard above (volume 300-1,000 / KD 5-35); this case is historical reference only and does not replace the current standard. Numbers below are self-reported from podcast interviews, marked with ≈.

Full SOP (executed from Feb 2023, zero paid marketing):

Infrastructure first: Run an SEO audit tool on your site until it scores 90+ before producing content — otherwise keywords will not rank.
Keyword selection: Reverse-mine competitor keyword sets via Ahrefs/Semrush, pick long-tail terms (era parameters KD 30-50 / volume ≈1,000 — see calibration note above).
Research Google before writing: Enter the keyword into Google and study the 5-6 existing page-1 articles — 80% of the structure is already there (feeding them to AI yields ~70% of the framework). Then improve on it: replace outdated data (swap two-year-old numbers for current ones), use sharper images, add your own product GIFs.
Quality bar: ≈1,500 words with images + GIFs + tables; bounce rate is a ranking signal — dwell time and internal-link clicks lift site-wide authority.
Backlink exchange: With no brand yet, swap backlinks inside founder communities, or email non-head sites with hundreds of thousands of monthly impressions to negotiate exchanges.
Keyword-matrix internal linking: Cross-link all past SEO articles (within the ≤2-3 links/paragraph density standard above).
Annual maintenance: Refresh product and competitor screenshots in every high-ranking article each year (2022 articles updated in 2023, again in 2024); the whole team maintains a shared asset library of latest user cases and competitor screenshots.
Cadence: 4 articles/week, ≈20/month. "SEO is grueling work, but with patience it always pays off."

Results (self-reported): traffic grew ≈25x within 3 months of starting SEO; ≈400-500k stable monthly impressions, all organic, zero paid spend.

Compounding case: The team poured maximum effort into one article for "open source notion alternative" and held Google positions 3-4 for it. When Notion announced its ban on Russian accounts, searches for that term spiked and the single old article automatically captured a wave of Russian users — high-authority articles catch event-driven traffic for free. That is SEO compounding.

GEO Execution Standards

Evidence layer first (highest leverage): AI citation is won on evidence — the evidence layer is 43% of GEO weight (quotes 16% + statistics 14% + citability 13%). Give every core claim a verifiable authoritative quote or a full-provenance statistic, and cite at least one primary paper (e.g. Aggarwal GEO, KDD 2024 = "up to 40%"). Never fabricate data/citations; flag unverifiable claims as [needs-source]. See references/en/geo-evidence-standard.md
Bing IndexNow: Push immediately after every content update (not just Google) — helps LLMs discover/index faster
AI-friendly format: One-sentence answer + table + FAQ Schema (FAQPage JSON-LD, 5–8 Q&As)
GA4 monitoring: Configure AI source channel grouping (isolate ChatGPT/Perplexity/Claude referral traffic)

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

Topic	File	Description
Keyword Funnel Strategy	references/en/keyword-strategy.md	TOFU/MOFU/BOFU keyword matrix & prioritization
SEO Technical Foundations	references/en/seo-foundations.md	Core page optimization, Schema, site architecture
GEO Optimization	references/en/geo-optimization.md	IndexNow, AI crawlers, citation optimization
GEO Evidence-Layer Standard	references/en/geo-evidence-standard.md	43% weight table + evidence discipline + primary-source citation library
Content Production SOP	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	Founder voice system for authenticity signals
Comparison Page SOP	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 5–35 long-tail keywords
AFFiNE SEO campaign 2022-2023 (self-reported)	Traffic ≈25x in 3 months; ≈400-500k monthly impressions, zero paid spend
Compounding keyword case	"open source notion alternative" held Google positions 3-4; auto-captured Russian user wave when Notion exited Russia

Platform Description

EN: SEO & GEO Dual-Engine Playbook 2026 — Rank on Google AND get cited by AI search (ChatGPT, Perplexity, Claude, Gemini). Enforces 2026-06-24 execution standards: Ahrefs keyword filter (volume 300–1,000 / KD 5–35 / traffic potential 300+), internal links ≤2–3 per paragraph, cite competitor blogs as external links, title formula best/free/top/guide+year, keyword rephrase in meta description, BreadcrumbList schema, $20–30 quality backlink outreach, Bing IndexNow for GEO, AI-friendly format (1-sentence answer + table + FAQ), GA4 AI traffic tracking.

ZH: SEO & GEO 双引擎增长手册（2026-06-24 标准）—— 同时拿下 Google 排名和 AI 搜索引用。关键词筛选标准：volume 300–1,000 / KD 5–35 / traffic potential 300+。执行规则：内链每段 ≤2–3 个、主动 cite 竞品外链、标题含 best/free/top/guide+年份、meta description 关键词 rephrase、面包屑 BreadcrumbList schema、$20–30 高质量外链、Bing IndexNow 推送、AI 友好格式（一句话答+表格+FAQ）、GA4 AI 流量追踪。

JA: SEO & GEO デュアルエンジン成長プレイブック（2026-06-24基準）— Google検索とAI検索（ChatGPT、Perplexity、Claude）の両方を攻略。キーワード選定基準：volume 300–1,000 / KD 5–35 / traffic potential 300+。実行ルール：内部リンクは段落あたり≤2–3個、競合ブログへの外部リンク、タイトルにbest/free/top/guide+年、meta descriptionのキーワードrephrase、BreadcrumbListスキーマ、$20–30外部リンク獲得、Bing IndexNow、AI対応フォーマット（一文回答+表+FAQ）、GA4 AIトラフィック追跡。

KO: SEO & GEO 듀얼 엔진 성장 플레이북（2026-06-24 기준）— 구글과 AI 검색(ChatGPT, Perplexity, Claude) 양쪽 동시 공략. 기본값은 개발자 도구/OSS/B2B SaaS용. 2C 제품은 references/2c-adaptation.md 참조. 키워드 선정 기준: volume 300–1,000 / KD 5–35 / traffic potential 300+. 실행 규칙: 단락당 내부링크 ≤2–3개, 경쟁사 블로그 외부링크 인용, 제목에 best/free/top/guide+연도, meta description 키워드 rephrase, BreadcrumbList 스키마, $20–30 고품질 백링크, Bing IndexNow, AI 친화적 포맷(한 문장 답변+표+FAQ), GA4 AI 트래픽 추적.