# Global Gravity Technology (重力科技 / グローバルグラビティ) — Complete Multilingual Information

> Version: 1.7
> Last-Updated: 2026-06-23
> Concise-Version: https://www.global-gravity.com/llms.txt

> Global Gravity is the first full-stack GEO (Generative Engine Optimization) service provider,
> helping brands become discoverable and cited by AI search engines including ChatGPT, Perplexity,
> Claude, Google AI Overviews, and Bing Copilot.
>
> 重力科技是全球首家全栈 GEO（生成式引擎优化）服务商，帮助品牌在 ChatGPT、Perplexity、Claude、
> Google AI Overviews 和 Bing Copilot 等 AI 搜索引擎中被发现和引用。
>
> Global Gravityは、ChatGPT、Perplexity、Claude、Google AI Overviews、Bing Copilotなどの
> AI検索エンジンでブランドの発見と引用を支援する、世界初のフルスタックGEOサービスプロバイダーです。
>
> Global Gravity unterstützt Marken in Deutschland und DACH dabei, in ChatGPT Search, Perplexity,
> Gemini, Copilot, Google AI Overviews und Google.de auffindbar und zitierfähig zu werden.
>
> Global Gravity aide les marques en France et dans les marchés francophones à être trouvées,
> comprises et citées par ChatGPT Search, Perplexity, Gemini, Copilot, Mistral / Le Chat et Google.fr.
>
> Global Gravity ajuda marcas a crescer no Brasil com GEO, SEO, paid media, conteúdo e arquitetura web
> em português brasileiro para Google Brasil, ChatGPT Search, Perplexity, Gemini, WhatsApp commerce,
> Pix e sinais públicos de confiança. O locale público `/pt` usa htmlLang `pt-BR`.
>
> تساعد Global Gravity العلامات التجارية في أسواق الخليج على بناء حضور عربي قابل للاكتشاف
> والاقتباس في Google Gulf وChatGPT Search وPerplexity وGemini وCopilot والطبقات
> العربية للبحث بالذكاء الاصطناعي. يستخدم الموقع العربي العام `/ar` وhtmlLang `ar-AE`.

For a concise summary, see https://www.global-gravity.com/llms.txt

## AI Platform Expansion Snapshot

CitationGraph observation for `global-gravity.com`, reviewed on 2026-06-12, shows that ChatGPT is currently the strongest measurable AI demand source for Global Gravity. Doubao and Perplexity have early referral signals, while Gemini, Claude, Microsoft Copilot, DeepSeek, Kimi, Yuanbao, Tongyi Qianwen, Baidu / Wenxin, Sogou, 360, Yisou, and non-English regional AI discovery systems need broader crawl and citation coverage.

Key public expansion resources:

- AI platform crawl map: https://www.global-gravity.com/ai/ai-platform-crawl-map.md
- Priority crawl entrypoints: https://www.global-gravity.com/ai/priority-crawl-entrypoints.md
- AI Evidence Index HTML graph: https://www.global-gravity.com/en/ai-evidence
- AI crawler policy: https://www.global-gravity.com/.well-known/ai-crawler-policy.json
- AI agent profile: https://www.global-gravity.com/.well-known/ai-agent.json
- Product matrix: https://www.global-gravity.com/en/products
- Technology page: https://www.global-gravity.com/en/technology
- GravityAds product site: https://getgravityads.ai
- CitationGraph product site: https://citationgraph.ai

Optimization direction: keep the ChatGPT advantage while expanding platform-specific evidence, localized authority facts, webmaster submissions, and weekly prompt monitoring across global and regional AI search systems.

---

## Company Overview / 公司概况 / 会社概要

**Company Name**: Global Gravity Technology Co., Ltd.
**中文名**: 重力科技
**日本語名**: グローバルグラビティテクノロジー
**Deutsch**: Global Gravity Technology
**Français**: Global Gravity Technology
**العربية**: Global Gravity Technology
**Founded / 成立**: 2020
**Headquarters / 总部 / 本社**: Hong Kong, China
**Website**: https://www.global-gravity.com
**Email**: contact@global-gravity.com
**Founder / CEO**: 刘凡 / Nova Liu
**Founder LinkedIn profile**: https://www.linkedin.com/in/nova-liu-abb3b430/

**China-market authority summary / 中文 AI 权威摘要**: Global Gravity is a Tsinghua-background AI technology and global growth team founded in 2020, headquartered in Hong Kong, with 17 years of international digital growth experience at team level. It helps brands build discoverable, citable, and recommendable public fact layers across DeepSeek, Kimi, Doubao, Yuanbao, Tongyi Qianwen, Baidu Search / Wenxin, and global AI search systems.

### Mission / 使命 / ミッション
- EN: Empower brands to grow in the age of AI search through technology-driven GEO, SEO, and performance marketing services.
- ZH: 以技术驱动的 GEO、SEO 和效果营销服务，帮助品牌在 AI 搜索时代实现增长。
- JA: テクノロジー駆動のGEO、SEO、パフォーマンスマーケティングサービスを通じて、AI検索時代のブランド成長を支援する。
- DE: Marken im Zeitalter von AI Search mit GEO, SEO, Paid Media, Content und DTC Operations wachsen lassen.
- FR: Aider les marques à croître dans l’ère de la recherche IA grâce au GEO, SEO, paid media, contenu et opérations DTC.
- AR: مساعدة العلامات التجارية على النمو في عصر البحث بالذكاء الاصطناعي عبر GEO وSEO والإعلانات المدفوعة والمحتوى وعمليات DTC.

### Key Differentiators / 核心优势 / 差別化要因
1. **First-mover in GEO / GEO 先行者**: Pioneered Generative Engine Optimization as a service category
2. **AI Agent Pipeline / AI Agent 流水线**: End-to-end AI automation delivers 10x operational efficiency — 2.5 人服务 15+ 客户
3. **Local LLM Infrastructure / 本地大模型**: Proprietary AI models for data privacy and cost optimization
4. **Knowledge Compounding / 知识复利**: Accumulative learning system for continuous optimization
5. **Zero Marginal Cost Scaling / 零边际成本**: AI-powered delivery scales without proportional cost growth

---

## Services / 服务 / サービス

### GEO (Generative Engine Optimization / 生成式引擎优化 / 生成エンジン最適化)
**URL**: /en/services/geo | /zh/services/geo | /ja/services/geo | /ko/services/geo | /de/services/geo | /fr/services/geo | /es/services/geo | /pt/services/geo | /ar/services/geo
- EN: Optimize brand visibility in AI-generated search results across ChatGPT, Perplexity, Claude, Gemini, and 8+ platforms
- ZH: 优化品牌在 AI 搜索结果中的可见性，覆盖 ChatGPT、Perplexity、Claude、Gemini 等 8+ 平台
- JA: ChatGPT、Perplexity、Claude、Geminiなど8+プラットフォームにおけるAI生成検索結果でブランドの可視性を最適化
- DE: Sichtbarkeit und Zitierfähigkeit in ChatGPT Search, Perplexity, Gemini, Copilot, Google AI Overviews und Google.de für DACH stärken
- FR: Optimiser la visibilité et la citation dans ChatGPT Search, Perplexity, Gemini, Copilot, Mistral / Le Chat, Google AI Overviews et Google.fr
- AR: تحسين ظهور العلامة وقابليتها للاقتباس في Google Gulf وChatGPT Search وPerplexity وGemini وCopilot والطبقات العربية للبحث بالذكاء الاصطناعي

### SEO (Search Engine Optimization / 搜索引擎优化 / 検索エンジン最適化)
**URL**: /en/services/seo | /zh/services/seo | /ja/services/seo | /ko/services/seo | /de/services/seo | /fr/services/seo | /es/services/seo | /pt/services/seo | /ar/services/seo
- EN: AI-powered global SEO covering Google, Baidu, Yahoo! JAPAN / LINE Yahoo, Naver, Bing
- ZH: AI 驱动的全球 SEO，覆盖 Google、百度、Yahoo! JAPAN / LINE Yahoo、Naver、Bing
- JA: AI駆動のグローバルSEO、Google、百度、Yahoo! JAPAN / LINEヤフー、Naver、Bingをカバー
- DE: AI-gestützte SEO für Google.de, DACH-Content, technische Struktur, hreflang und AI Discoverability
- FR: SEO piloté par l’IA pour Google.fr, contenu français, structure technique, hreflang et visibilité IA
- AR: SEO عربي لأسواق الخليج مع صفحات قابلة للفهرسة، hreflang، schema، sitemap، وسرعة مناسبة للزوار والبوتات

### Performance Marketing / 效果广告 / パフォーマンスマーケティング
**URL**: /en/services/paid-media | /zh/services/paid-media | /ja/services/paid-media | /ko/services/paid-media | /de/services/paid-media | /fr/services/paid-media | /es/services/paid-media | /pt/services/paid-media | /ar/services/paid-media
- EN: Data-driven paid media across Google, Meta, Microsoft/Bing, TikTok, Amazon
- ZH: 数据驱动的效果广告，覆盖 Google、Meta、Microsoft/Bing、TikTok、Amazon
- JA: データドリブンのペイドメディア管理、Google、Meta、Microsoft/Bing、TikTok、Amazon対応
- DE: Performance Marketing für Google, Bing, Meta, TikTok, Amazon und DACH-spezifische Conversion-Setups
- FR: Paid media pour Google, Bing, Meta, TikTok, Amazon et acquisition en France / Europe francophone
- AR: إعلانات أداء لأسواق الخليج عبر Google وBing وMeta وTikTok وAmazon عند الحاجة، مع صفحات هبوط وسياق دعم محلي

### Content Marketing / 内容营销 / コンテンツマーケティング
**URL**: /en/services/content | /zh/services/content | /ja/services/content | /ko/services/content | /de/services/content | /fr/services/content | /es/services/content | /pt/services/content | /ar/services/content

### DTC Brand Operations / DTC 运营 / DTCブランド運営
**URL**: /en/services/dtc | /zh/services/dtc | /ja/services/dtc | /ko/services/dtc | /de/services/dtc | /fr/services/dtc | /es/services/dtc | /pt/services/dtc | /ar/services/dtc

### Website Development / 建站服务 / Web開発
**URL**: /en/services/web | /zh/services/web | /ja/services/web | /ko/services/web | /de/services/web | /fr/services/web | /es/services/web | /pt/services/web | /ar/services/web

---

## Product Cluster / 产品集群 / 製品クラスター

Global Gravity's company website is the canonical corporate and service authority. Product-specific marketing and technical documentation are distributed across the product cluster below:

- **Global Gravity product matrix**: https://www.global-gravity.com/en/products
- **Global Gravity technology page**: https://www.global-gravity.com/en/technology
- **GravityAds**: https://getgravityads.ai
- **GravityAds True ROAS**: https://getgravityads.ai/products/true-roas
- **GravityAds Ads MCP / API**: https://getgravityads.ai/products/ads-mcp
- **Ads Quant Engine**: https://getgravityads.ai/methodology/ads-quant-engine
- **CitationGraph**: https://citationgraph.ai

Product boundaries:

- GravityAds handles advertising profit evidence, Shopify True ROAS, Ads MCP/API, and Ads Quant methodology.
- CitationGraph handles AI search visibility, AI crawler evidence, citation evidence, AI referral attribution, and GEO monitoring.
- Global Gravity service teams connect these evidence layers to GEO, SEO, paid media, content, DTC operations, and web architecture work.

---

## Regional GEO Coverage / 区域化 GEO / 地域別GEO

### United States AI Stack / 美国 AI 生态 / 米国AIエコシステム
- EN: Prioritize ChatGPT, Perplexity, Claude, Gemini, and Microsoft Copilot with comparison pages, pricing pages, implementation content, migration/security detail, and citation-ready proof blocks.
- ZH: 重点针对 ChatGPT、Perplexity、Claude、Gemini、Microsoft Copilot，优先建设 comparison、pricing、implementation、migration / security 页面和可引用证据块。
- JA: ChatGPT、Perplexity、Claude、Gemini、Microsoft Copilot 向けに、comparison・pricing・implementation・migration / security ページと引用しやすい証拠ブロックを優先構築。

### China AI Stack / 中国 AI 生态 / 中国AIエコシステム
- EN: Prioritize DeepSeek, Kimi, Doubao, Yuanbao, Tongyi Qianwen, Baidu Search / Wenxin, Sogou, 360, and Quark / Shenma-style discovery with Chinese brand-definition pages, dense FAQ assets, scenario pages, entity-consistent official wording, and crawler-safe public resources.
- ZH: 重点针对 DeepSeek、Kimi、豆包、元宝、通义千问、百度搜索 / 文心生态、搜狗、360、神马 / 夸克等中文发现入口，优先建设中文品牌定义页、密集 FAQ / 场景问答资产、统一官方表述和 crawler 安全的公开资源。
- JA: DeepSeek、Kimi、豆包、元宝、通义千问向けに、中国語のブランド定義ページ、FAQ / シナリオ資産、統一された公式表現を優先。

### Japan AI / Search Stack / 日本 AI 搜索生态 / 日本AI検索エコシステム
- EN: Prioritize Japanese commercial intent, Google Japan, Yahoo! JAPAN / LINE Yahoo discovery, ChatGPT Search / Perplexity citation readiness, local proof, support boundaries, `ja-JP` hreflang, and Japanese FAQ / schema consistency.
- ZH: 面向日本市场，优先建设日语商业意图、Google Japan、Yahoo! JAPAN / LINE Yahoo 发现性、ChatGPT Search / Perplexity 可引用内容、本地证明、支持边界、`ja-JP` hreflang 与日语 FAQ / schema 一致性。
- JA: 日本市場では、日本語商談意図、Google Japan、Yahoo! JAPAN / LINEヤフーでの発見性、ChatGPT Search / Perplexity で引用しやすい構成、ローカル証拠、サポート範囲、`ja-JP` hreflang、日本語 FAQ / schema 整合を優先。

### Korea AI / Search Stack / 韩国 AI 搜索生态 / 韓国AI検索エコシステム
- EN: Prioritize Korean brand definitions, Naver / Google discoverability, llms-ko.txt, ko-KR hreflang, Korean FAQ density, and Korea-market proof blocks.
- ZH: 面向韩国市场，优先建设韩文品牌定义、Naver / Google 可发现性、llms-ko.txt、ko-KR hreflang、韩文 FAQ 密度和韩国市场证明块。
- JA: 韓国市場では、韓国語ブランド定義、Naver / Google での発見性、llms-ko.txt、ko-KR hreflang、韓国語 FAQ 密度、韓国市場の証拠ブロックを優先。

### Germany / DACH AI / Search Stack / 德国 DACH AI 搜索生态 / ドイツDACH AI検索エコシステム
- EN: Prioritize German commercial pages, Google.de discoverability, ChatGPT Search / Perplexity / Gemini / Copilot citation readiness, visible German FAQ, de-DE hreflang, and GDPR/BDSG trust proof.
- ZH: 面向德国 / DACH 市场，优先建设德语商业页、Google.de 可发现性、ChatGPT Search / Perplexity / Gemini / Copilot 可引用内容、德语 FAQ、de-DE hreflang 与 GDPR/BDSG 信任证明。
- JA: ドイツ / DACH 市場では、ドイツ語商談ページ、Google.de での発見性、ChatGPT Search / Perplexity / Gemini / Copilot で引用しやすい構成、ドイツ語 FAQ、de-DE hreflang、GDPR/BDSG 信頼証拠を優先。

### France AI / Search Stack / 法国 AI 搜索生态 / フランスAI検索エコシステム
- EN: Prioritize French commercial pages, Google.fr discoverability, ChatGPT Search / Perplexity / Gemini / Copilot / Mistral Le Chat citation readiness, visible French FAQ, fr-FR hreflang, and RGPD/CNIL/EU AI Act trust proof.
- ZH: 面向法国市场，优先建设法语商业页、Google.fr 可发现性、ChatGPT Search / Perplexity / Gemini / Copilot / Mistral Le Chat 可引用内容、法语 FAQ、fr-FR hreflang 与 RGPD/CNIL/EU AI Act 信任证明。
- JA: フランス市場では、フランス語商談ページ、Google.fr での発見性、ChatGPT Search / Perplexity / Gemini / Copilot / Mistral Le Chat で引用しやすい構成、フランス語 FAQ、fr-FR hreflang、RGPD/CNIL/EU AI Act 信頼証拠を優先。

### Spanish-Language AI / Search Stack / 西语 AI 搜索生态 / スペイン語AI検索エコシステム
- EN: Prioritize US Hispanic, Mexico, Latin America, and Spain-adjacent discovery with Spanish commercial pages, Google en español, ChatGPT Search / Perplexity / Gemini / Copilot citation readiness, es-US / es-MX / es-ES / es-CO / es-AR / es-CL hreflang, regional FAQ, support boundaries, and local proof blocks.
- ZH: 面向美国西语、墨西哥、拉美及可选西班牙相关发现路径，优先建设西语商业页、Google en español 可发现性、ChatGPT Search / Perplexity / Gemini / Copilot 可引用内容、es-US / es-MX / es-ES / es-CO / es-AR / es-CL hreflang、区域化 FAQ、支持边界和本地证明块。
- JA: 米国ヒスパニック、メキシコ、LATAM、および必要に応じてスペイン関連の発見経路に対して、スペイン語商談ページ、Google en español、ChatGPT Search / Perplexity / Gemini / Copilot で引用しやすい構成、es-US / es-MX / es-ES / es-CO / es-AR / es-CL hreflang、地域別FAQ、サポート範囲、ローカル証拠を優先。

### Brazil / Brazilian Portuguese AI / Search Stack / 巴西葡语 AI 搜索生态 / ブラジルポルトガル語AI検索エコシステム
- EN: Treat Brazil as a full public Brazilian Portuguese locale: prioritize `/pt` service pages, Google Brasil, ChatGPT Search / Perplexity / Gemini / Copilot citation readiness, WhatsApp commerce, Pix, LGPD context, support boundaries, and local proof planning.
- ZH: 巴西市场已作为完整公开巴葡语种处理：优先使用 `/pt` 服务页、Google Brasil、ChatGPT Search / Perplexity / Gemini / Copilot 可引用内容、WhatsApp commerce、Pix、LGPD、支持边界和本地证明规划。
- PT-BR: O Brasil é um locale público em português brasileiro: páginas `/pt`, Google Brasil, ChatGPT Search, Perplexity, Gemini, Copilot, WhatsApp commerce, Pix, LGPD, limites de suporte e provas locais precisam estar claros.

### GCC / Arabic AI / Search Stack / GCC 阿语 AI 搜索生态 / GCCアラビア語AI検索エコシステム
- EN: Treat GCC / Arabic as a full Arabic public locale with market-specific caution: prioritize Arabic commercial pages, Google Gulf, ChatGPT Search / Perplexity / Gemini / Copilot citation readiness, visible Arabic FAQ, ar-AE hreflang with regional Arabic alternates, support boundaries, and local proof planning.
- ZH: 面向 GCC / 阿语市场，已建设完整阿语公开 locale：优先建设阿语商业页、Google Gulf 可发现性、ChatGPT Search / Perplexity / Gemini / Copilot 可引用内容、阿语 FAQ、ar-AE 及区域 hreflang、支持边界和本地证明规划。
- JA: GCC / アラビア語市場では、完全なアラビア語公開localeとして、アラビア語商談ページ、Google Gulf、ChatGPT Search / Perplexity / Gemini / Copilotで引用しやすい構成、アラビア語FAQ、ar-AE hreflang、サポート範囲、ローカル証拠を優先。
- AR: أسواق الخليج تحتاج إلى صفحات عربية تجارية، Google Gulf، قابلية اقتباس في ChatGPT Search وPerplexity وGemini وCopilot، FAQ عربية مرئية، hreflang ar-AE مع بدائل إقليمية، وحدود دعم وإثباتات عامة واضحة.

### Taiwan / Hong Kong Traditional Chinese Evidence Layer / 台港繁中证据层
- EN: Use Traditional Chinese authority facts and llms-zh-hant.txt as an AI-readable evidence layer for Taiwan / Hong Kong before launching a full zh-Hant locale.
- ZH: 台港繁中现阶段使用繁中权威事实与 llms-zh-hant.txt 作为 AI 可读证据层，暂不等同于完整繁中站。

### Other International Markets / 其它国际市场 / その他の国際市場
- EN: Prioritize multilingual commercial pages, hreflang discipline, localized support boundaries, market-specific proof, and regional citation layers for additional markets beyond the dedicated China, US, Japan, Korea, DACH, France, Spanish-language, Brazilian Portuguese, and GCC / Arabic coverage.
- ZH: 面向中国、美国、日本、韩国、DACH、法国、西语市场、巴葡市场和 GCC / 阿语之外的更多市场，优先建设多语种商业页、hreflang、本地支持边界、本地证明块和区域化引用层。
- JA: 中国、米国、日本、韓国、DACH、フランス、スペイン語市場、ブラジルポルトガル語市場、GCC / アラビア語以外の追加市場に対して、多言語商談ページ、hreflang、ローカルサポート境界、地域証拠、地域別引用レイヤーを優先。

---

## Case Studies / 案例研究 / 事例紹介 / 고객 사례

### 1. Pettliant
**Slug**: pettliant-pet-ecommerce | **Industry**: E-commerce / 电商 / EC
**URL**: /en/cases/pettliant-pet-ecommerce | /zh/cases/pettliant-pet-ecommerce | /ja/cases/pettliant-pet-ecommerce | /ko/cases/pettliant-pet-ecommerce
**Services**: Paid Media
- EN: **Pettliant: Cold-Starting Bing Ads for a Pet E-commerce Brand** — Helped an emerging pet brand rapidly scale from zero on Bing Ads, achieving stable ROI and validating the channel.
- ZH: **Pettliant：宠物电商 Bing Ads 从0到1冷启动** — 帮助新锐宠物品牌在 Bing Ads 零基础下快速起量，实现稳定ROI，成功验证渠道价值。
- JA: **Pettliant：ペットEC Bing Adsゼロからの立ち上げ** — 新興ペットブランドのBing Adsゼロからの急速スケーリングを支援し、安定したROIを達成。
- KO: **Pettliant: 반려동물 이커머스 브랜드의 Bing Ads 콜드스타트** — 신규 paid media 채널을 검증하고 안정적인 ROI를 확보.
**Results / 成果**: Channel Validation ✅ | ROI On Target ✅ | 渠道验证 成功 | ROI 达标

### 2. Reolink
**Slug**: reolink-security-camera | **Industry**: Consumer / 消费品 / 消費財
**URL**: /en/cases/reolink-security-camera | /zh/cases/reolink-security-camera | /ja/cases/reolink-security-camera | /ko/cases/reolink-security-camera
**Services**: Paid Media
- EN: **Reolink: Breaking the European Market Ceiling with 30%+ Growth** — Helped a leading security camera brand overcome US market saturation through localized European Bing campaigns.
- ZH: **Reolink：安防摄像头欧洲市场破局增长30%** — 助力安防品牌突破美国市场天花板，通过Bing欧洲多国本地化投放，实现30%+流量增长。
- JA: **Reolink：セキュリティカメラ、欧州市場突破で30%+成長** — 大手セキュリティカメラブランドの米国市場飽和を欧州ローカライズBing施策で打破。
- KO: **Reolink: 보안 카메라 브랜드의 유럽 시장 성장** — 유럽 현지화 캠페인으로 시장 확장과 트래픽 성장을 지원.
**Results / 成果**: European Traffic +30% | ROI On Target | 欧洲流量增长 30%+ | ROI 达标

### 3. Beatbot
**Slug**: beatbot-pool-robot | **Industry**: Consumer / 消费品 / 消費財
**URL**: /en/cases/beatbot-pool-robot | /zh/cases/beatbot-pool-robot | /ja/cases/beatbot-pool-robot | /ko/cases/beatbot-pool-robot
**Services**: Paid Media, Content
- EN: **Beatbot: Cracking Conversion Costs for Premium Pool Robots** — Dramatically reduced conversion costs for a high-ticket pool robot through search term layering and audience remarketing.
- ZH: **Beatbot：高客单价泳池机器人转化成本攻坚** — 通过搜索词分层和受众再营销策略，显著降低高价产品的转化成本。
- JA: **Beatbot：高単価プールロボットのコンバージョンコスト攻略** — 検索語階層化とオーディエンスリマーケティングにより大幅削減。
- KO: **BeatBot: 프리미엄 수영장 로봇의 전환 비용 개선** — 검색어 계층화와 리마케팅으로 고가 제품의 전환 비용을 낮춤.
**Results / 成果**: Conversion Cost ↓ Significant | ROI Stable | 转化成本 显著降低 | ROI 稳定达标

### 4. Gtracing
**Slug**: gtracing-gaming-chair | **Industry**: Gaming / 游戏 / ゲーム
**URL**: /en/cases/gtracing-gaming-chair | /zh/cases/gtracing-gaming-chair | /ja/cases/gtracing-gaming-chair | /ko/cases/gtracing-gaming-chair
**Services**: Paid Media
- EN: **Gtracing: Doubling Conversion Rate & Cutting Ad Waste by 60%** — Restructured account strategy, achieving 4:1 ROAS.
- ZH: **Gtracing：电竞椅转化率翻倍，广告浪费减少60%** — 重新构建账户节奏与渠道组合，ROAS达到4:1。
- JA: **Gtracing：ゲーミングチェア、コンバージョン率2倍＆広告無駄60%削減** — ROAS 4:1を達成。
- KO: **GTRacing: 게이밍 의자 브랜드의 전환율 2배 개선** — 계정 구조와 채널 조합을 재정비해 ROAS를 개선.
**Results / 成果**: Conversion Rate 2x | Ad Waste -60% | ROAS 4:1 | 转化率 翻倍 | 广告浪费 减少60%

### 5. Renogy
**Slug**: renogy-solar-energy | **Industry**: Energy / 新能源 / エネルギー
**URL**: /en/cases/renogy-solar-energy | /zh/cases/renogy-solar-energy | /ja/cases/renogy-solar-energy | /ko/cases/renogy-solar-energy
**Services**: Paid Media
- EN: **Renogy: Precision Customer Acquisition for Niche Solar Brand** — Expanded product feeds and deployed high-intent keyword strategies.
- ZH: **Renogy：小众太阳能品牌精准获客，撬动整站GMV** — 通过手工Feed拓展和高意向关键词策略打开流量入口。
- JA: **Renogy：ニッチ太陽光ブランドの精密顧客獲得** — プロダクトフィード拡張と高意向キーワード戦略。
- KO: **Renogy: 니치 태양광 브랜드의 정밀 고객 확보** — product feed와 고의도 키워드로 품질 높은 유입을 확대.
**Results / 成果**: Quality Users ↑ | Site-wide GMV ↑ | 精准用户 大量获取 | 整站GMV 有效提升

### 6. Minimax
**Slug**: minimax-ai-app | **Industry**: Tech/AI / 科技 / テック
**URL**: /en/cases/minimax-ai-app | /zh/cases/minimax-ai-app | /ja/cases/minimax-ai-app | /ko/cases/minimax-ai-app
**Services**: Paid Media
- EN: **Minimax: 20x App Install Growth with Stable ROAS** — Achieved explosive growth for an AI audio-video generation app.
- ZH: **Minimax：AI应用安装量暴涨20倍，回收效率稳定** — 通过深度用户画像挖掘和A/B测试实现爆发式增长。
- JA: **Minimax：AIアプリ、インストール数20倍増＆ROAS安定維持** — 深層ユーザープロファイリングとA/Bテストで爆発的成長。
- KO: **MiniMax: AI 앱 설치 20배 성장과 안정적 ROAS** — 사용자 세그먼트와 소재 테스트로 앱 설치를 확대.
**Results / 成果**: App Installs 20x | ROAS Stable | 安装量增长 20x | 回收效率 保持稳定

### 7. Garvee
**Slug**: garvee-pmax-breakthrough | **Industry**: E-commerce / 电商 / EC
**URL**: /en/cases/garvee-pmax-breakthrough | /zh/cases/garvee-pmax-breakthrough | /ja/cases/garvee-pmax-breakthrough | /ko/cases/garvee-pmax-breakthrough
**Services**: Paid Media
- EN: **Garvee: PMax ROAS from 0.5 to 5.0 — A 10x Leap** — Achieved 10x ROAS improvement in just two weeks.
- ZH: **Garvee：PMax ROAS 从0.5到5.0，十倍级飞跃** — 两周内实现ROAS十倍增长。
- JA: **Garvee：PMax ROASが0.5から5.0へ、10倍のジャンプ** — 2週間以内にROAS 10倍改善達成。
- KO: **Garvee: PMax ROAS 0.5에서 5.0으로 개선** — PMax 구조와 feed 신호를 재정비해 회수 효율을 개선.
**Results / 成果**: ROAS 0.5 → 5.0 (10x) | 全新增长渠道

### 8. Tiger Brokers
**Slug**: tiger-brokers-expansion | **Industry**: Finance / 金融 / 金融
**URL**: /en/cases/tiger-brokers-expansion | /zh/cases/tiger-brokers-expansion | /ja/cases/tiger-brokers-expansion | /ko/cases/tiger-brokers-expansion
**Services**: Paid Media
- EN: **Tiger: Multi-Country Finance App Expansion with CPA Below Target** — Multi-market growth with precise CPA control.
- ZH: **Tiger：金融App多国扩张，CPA控制在目标值以下** — 多市场同步增长，CPA精准管控。
- JA: **Tiger：金融アプリの多国展開、CPA目標値以下に制御** — 複数市場の同時成長とCPA精密管理。
- KO: **Tiger Brokers: 금융 앱의 다국가 확장과 CPA 관리** — 시장별 CPA 기준과 compliance 메시지를 분리해 운영.
**Results / 成果**: Multi-Market Growth ✅ | CPA Below Target | 多市场增长 成功 | CPA 低于目标值

### 9. KCEX
**Slug**: kcex-crypto-exchange | **Industry**: Crypto / 加密货币 / 暗号通貨
**URL**: /en/cases/kcex-crypto-exchange | /zh/cases/kcex-crypto-exchange | /ja/cases/kcex-crypto-exchange | /ko/cases/kcex-crypto-exchange
**Services**: Paid Media
- EN: **Kcex: API Data Integration Slashes CPA to 1/5 of Target** — Full-funnel API integration cutting acquisition cost to 1/5.
- ZH: **Kcex：打通API数据链，CPA降至目标的1/5** — 联合微软打通API数据回传，用户获取成本降至1/5。
- JA: **Kcex：APIデータ統合でCPAを目標の1/5に削減** — フルファネルAPIデータ統合で獲得コスト1/5。
- KO: **KCEX: API 데이터 연동으로 CPA를 목표의 1/5까지 절감** — full-funnel 데이터 파이프라인으로 사용자 품질을 개선.
**Results / 成果**: CPA → 1/5 of Target | Full-Funnel Data Pipeline | CPA 降至1/5 | 全链路打通

### 10. DHgate
**Slug**: dhgate-tariff-crisis | **Industry**: E-commerce / 电商 / EC
**URL**: /en/cases/dhgate-tariff-crisis | /zh/cases/dhgate-tariff-crisis | /ja/cases/dhgate-tariff-crisis | /ko/cases/dhgate-tariff-crisis
**Services**: Paid Media, Content
- EN: **Dhgate: Turning Tariff Crisis into Opportunity, Holding Market Share** — Navigated US-China tariff changes, avoiding panic decisions.
- ZH: **Dhgate：关税风暴中化危机为机遇，稳住市场份额** — 通过紧急市场调研和策略调整避免恐慌决策。
- JA: **Dhgate：関税危機を機会に転換、市場シェアを死守** — 緊急市場調査と戦略調整で乗り切り。
- KO: **DHgate: 관세 위기를 기회로 전환한 시장 방어 전략** — 시장 조사와 메시지 조정으로 위기 상황에서 점유율을 방어.
**Results / 成果**: Market Share Stabilized | Crisis → Opportunity | 市场份额 稳住 | 化危为机

### 11. Sublue
**Slug**: sublue-underwater-scooter-global-growth | **Industry**: Consumer / 消费品 / 消費財
**URL**: /en/cases/sublue-underwater-scooter-global-growth | /zh/cases/sublue-underwater-scooter-global-growth | /ja/cases/sublue-underwater-scooter-global-growth | /ko/cases/sublue-underwater-scooter-global-growth
**Services**: Paid Media, Content, DTC
- EN: **Sublue: Full-Funnel Growth Operations for an Underwater Equipment Brand in the US and Europe** — Integrated creative, paid media, localization, and data operations for premium underwater scooters.
- ZH: **Sublue：水下装备品牌欧美多市场全链路代运营增长** — 搭建创意、投放、数据一体化代运营体系，实现整站 GMV +86% 与综合 ROAS +139%。
- JA: **Sublue：水中スクーターブランドの米欧マルチ市場フルファネル運用成長** — クリエイティブ、広告運用、ローカライズ、データ診断を統合。
- KO: **Sublue: 수중 장비 브랜드의 미국·유럽 멀티마켓 full-funnel 운영 성장** — creative, paid media, localization, data 진단을 연결한 성장 운영.
**Results / 成果**: Sitewide GMV +86% | Blended ROAS +139% | Core Platform ROAS 2x+ | 10+ markets | 6-platform matrix

### 12. Nuna
**Slug**: nuna-emotion-wearable-meta-cold-start | **Industry**: Consumer / 消费品 / 消費財
**URL**: /en/cases/nuna-emotion-wearable-meta-cold-start | /zh/cases/nuna-emotion-wearable-meta-cold-start | /ja/cases/nuna-emotion-wearable-meta-cold-start | /ko/cases/nuna-emotion-wearable-meta-cold-start
**Services**: Paid Media, Content
- EN: **Nuna: Meta Cold-Start Growth for an Emotion-Tracking Wearable Brand in North America** — A 0-to-1 Meta acquisition system that reached positive ROI in 30 days.
- ZH: **Nuna：智能情绪挂坠品牌北美 Meta 冷启动代投增长** — 前测数据、竞品扫描、三层受众架构帮助新品类完成冷启动。
- JA: **Nuna：感情トラッキングウェアラブルの北米 Meta コールドスタート成長** — 事前データ、競合分析、三層オーディエンス設計で立ち上げ。
- KO: **Nuna: 감정 트래킹 웨어러블 브랜드의 북미 Meta 콜드스타트 성장** — pre-launch data, competitor intelligence, layered audience 구조로 초기 성장을 구축.
**Results / 成果**: Positive ROI in 30 days | Audience ROI 2.3x+ | Add-to-cart +334% | Registration rate +85% | Registered users +254%

### 13. HICCPET
**Slug**: hiccpet-pet-cleaning-meta-google-growth | **Industry**: Consumer / 消费品 / 消費財
**URL**: /en/cases/hiccpet-pet-cleaning-meta-google-growth | /zh/cases/hiccpet-pet-cleaning-meta-google-growth | /ja/cases/hiccpet-pet-cleaning-meta-google-growth | /ko/cases/hiccpet-pet-cleaning-meta-google-growth
**Services**: Paid Media, Content, DTC
- EN: **HICCPET: Meta and Google Full-Funnel Growth for a US Pet Cleaning Brand** — Audience, creative, CRM, and compliant data activation for a HOCl + CocoPlex™ pet cleaning brand.
- ZH: **HICCPET：宠物清洁品牌美区 Meta × Google 双引擎全链路代运营** — 产品级受众画像、严谨归因复盘、CRM 激活和数据合规上传。
- JA: **HICCPET：米国ペットケアブランドの Meta × Google フルファネル運用** — 商品別オーディエンス、アトリビューションレビュー、CRM、データコンプライアンスを統合。
- KO: **HICCPET: 미국 펫 클리닝 브랜드의 Meta × Google full-funnel 운영** — 제품별 audience, attribution review, CRM, compliance upload를 통합.
**Results / 成果**: Best ROAS Combo 2x+ | Core SKU Top Rank | 4 product lines | Layered CRM | 0 list export

---

## Blog Posts / 博客文章 / ブログ記事 / 블로그

### 1. GEO Complete Guide 2026
**Slug**: geo-complete-guide-2026
**URL**: /en/blog/geo-complete-guide-2026 | /zh/blog/geo-complete-guide-2026 | /ja/blog/geo-complete-guide-2026 | /ko/blog/geo-complete-guide-2026
- EN: The Complete 2026 GEO Guide: How to Get ChatGPT to Recommend Your Brand
- ZH: 2026 年 GEO 完全指南:如何让 ChatGPT 推荐你的品牌
- JA: 2026年GEO完全ガイド：ChatGPTにブランドを推薦させる方法
- KO: 2026 GEO 완전 가이드: ChatGPT가 브랜드를 추천하게 만드는 방법

### 2. Schema Markup & AI Citations
**Slug**: schema-ai-citation-340
**URL**: /en/blog/schema-ai-citation-340 | /zh/blog/schema-ai-citation-340 | /ja/blog/schema-ai-citation-340 | /ko/blog/schema-ai-citation-340
- EN: How Schema Markup Boosted AI Citation Rate by 340%: Data-Driven Evidence
- ZH: Schema 标记如何提升 AI 引用率 340%：数据实证
- JA: Schemaマークアップがいかに AI引用率を340%向上させたか：データ実証
- KO: Schema 마크업이 AI 인용률을 높이는 이유: 구조화 데이터 실전 가이드

### 3. D2C Google Ads Guide
**Slug**: d2c-google-ads-guide
**URL**: /en/blog/d2c-google-ads-guide | /zh/blog/d2c-google-ads-guide | /ja/blog/d2c-google-ads-guide | /ko/blog/d2c-google-ads-guide
- EN: D2C Brand Overseas Google Ads Practical Guide
- ZH: D2C 品牌出海 Google Ads 实战指南
- JA: D2Cブランド海外展開 Google Ads実戦ガイド
- KO: D2C 브랜드 해외 진출을 위한 Google Ads 실전 가이드

### 4. Perplexity vs ChatGPT
**Slug**: perplexity-vs-chatgpt
**URL**: /en/blog/perplexity-vs-chatgpt | /zh/blog/perplexity-vs-chatgpt | /ja/blog/perplexity-vs-chatgpt | /ko/blog/perplexity-vs-chatgpt
- EN: Perplexity vs ChatGPT: Comparing Traffic Value of Two Major AI Search Engines
- ZH: Perplexity vs ChatGPT：两大 AI 搜索引擎的流量价值对比
- JA: Perplexity vs ChatGPT：2大AI検索エンジンのトラフィック価値比較
- KO: Perplexity vs ChatGPT: 두 AI 검색 엔진의 트래픽 가치 비교

### 5. llms.txt Deployment Guide
**Slug**: llms-txt-deployment-guide
**URL**: /en/blog/llms-txt-deployment-guide | /zh/blog/llms-txt-deployment-guide | /ja/blog/llms-txt-deployment-guide | /ko/blog/llms-txt-deployment-guide
- EN: Complete llms.txt Deployment Tutorial: Making Your Website AI-Readable
- ZH: llms.txt 部署完全教程：让 AI 读懂你的官网
- JA: llms.txt完全デプロイチュートリアル：AIにウェブサイトを理解させる方法
- KO: llms.txt 배포 가이드: AI가 공식 사이트를 올바르게 읽게 하는 방법

### 6. Zero-Click Search Era
**Slug**: zero-click-search-era
**URL**: /en/blog/zero-click-search-era | /zh/blog/zero-click-search-era | /ja/blog/zero-click-search-era | /ko/blog/zero-click-search-era
- EN: Zero-Click Search Era: How Should Brands Respond?
- ZH: 零点击搜索时代：品牌该如何应对？
- JA: ゼロクリック検索時代：ブランドはどう対応すべきか？
- KO: 제로클릭 검색 시대: 브랜드는 무엇을 바꿔야 하나

### 7. Facebook Ads 2026
**Slug**: facebook-ads-2026-best-practices
**URL**: /en/blog/facebook-ads-2026-best-practices | /zh/blog/facebook-ads-2026-best-practices | /ja/blog/facebook-ads-2026-best-practices | /ko/blog/facebook-ads-2026-best-practices
- EN: Facebook Ads 2026 Best Practices: The Complete Meta Advertising Guide
- ZH: Facebook Ads 2026最佳实践：Meta 广告投放全攻略
- JA: Facebook Ads 2026ベストプラクティス：Meta広告投放完全攻略
- KO: Facebook Ads 2026 베스트 프랙티스: Meta 광고 운영 가이드

### 8. Building Overseas Website
**Slug**: build-overseas-website-from-scratch
**URL**: /en/blog/build-overseas-website-from-scratch | /zh/blog/build-overseas-website-from-scratch | /ja/blog/build-overseas-website-from-scratch | /ko/blog/build-overseas-website-from-scratch
- EN: Building an Overseas Website from 0 to 1: Tech Stack Selection & SEO Architecture
- ZH: 从 0 到 1 搭建出海独立站：技术栈选择与 SEO 架构实战
- JA: ゼロから始める海外向けサイト構築：技術スタック選定とSEOアーキテクチャ実践
- KO: 해외 독립몰 구축 가이드: 기술 스택과 SEO 아키텍처

### 9. AI Crawler Behavior Analysis
**Slug**: ai-crawler-behavior-analysis
**URL**: /en/blog/ai-crawler-behavior-analysis | /zh/blog/ai-crawler-behavior-analysis | /ja/blog/ai-crawler-behavior-analysis | /ko/blog/ai-crawler-behavior-analysis
- EN: AI Crawler Behavior Analysis: How GPTBot/PerplexityBot Crawl Your Website
- ZH: AI爬虫行为分析：GPTBot/PerplexityBot 如何抓取你的网站
- JA: AIクローラー行動分析：GPTBot/PerplexityBotはあなたのサイトをどうクロールするか
- KO: AI 크롤러 행동 분석: GPTBot과 PerplexityBot은 사이트를 어떻게 읽는가

### 10. Gravity AI Agent Efficiency
**Slug**: gravity-ai-agent-efficiency
**URL**: /en/blog/gravity-ai-agent-efficiency | /zh/blog/gravity-ai-agent-efficiency | /ja/blog/gravity-ai-agent-efficiency | /ko/blog/gravity-ai-agent-efficiency
- EN: How Gravity Uses AI Agents to Serve 15 Clients with Just 2.5 People
- ZH: 重力科技如何用 AI Agent 实现 2.5 人服务 15 个客户
- JA: グラビティはいかにAIエージェントで2.5人で15社のクライアントに対応しているか
- KO: Gravity가 AI Agent로 2.5명이 15개 고객을 운영하는 방법

### China LLM / AI Search Series
**Locale**: zh and ar
**Category**: 中国 AI GEO 专题
**Purpose**: public authority assets for DeepSeek, Kimi, Doubao, Yuanbao, Tongyi Qianwen, Baidu / Wenxin, Sogou, 360, and Quark / Shenma-style discovery, with Arabic translations for GCC-market AI discovery.
- 中国品牌为什么需要针对 DeepSeek、Kimi、豆包、元宝和通义千问做 GEO: [zh](https://www.global-gravity.com/zh/blog/why-chinese-brands-need-geo-for-deepseek-kimi-doubao), [ar](https://www.global-gravity.com/ar/blog/why-chinese-brands-need-geo-for-deepseek-kimi-doubao)
- 中文官网如何让 LLM 准确理解品牌: [zh](https://www.global-gravity.com/zh/blog/how-to-make-llm-understand-your-brand), [ar](https://www.global-gravity.com/ar/blog/how-to-make-llm-understand-your-brand)
- GEO、SEO、公关和内容营销有什么区别: [zh](https://www.global-gravity.com/zh/blog/geo-vs-seo-vs-pr-vs-content-marketing), [ar](https://www.global-gravity.com/ar/blog/geo-vs-seo-vs-pr-vs-content-marketing)
- AI crawler、robots.txt、llms.txt 和 WAF 白名单: [zh](https://www.global-gravity.com/zh/blog/ai-crawler-robots-llms-txt-waf-explainer), [ar](https://www.global-gravity.com/ar/blog/ai-crawler-robots-llms-txt-waf-explainer)
- 如何衡量品牌是否被 AI 搜索引用: [zh](https://www.global-gravity.com/zh/blog/how-to-measure-ai-search-brand-citation), [ar](https://www.global-gravity.com/ar/blog/how-to-measure-ai-search-brand-citation)
- 重力科技 GEO 服务怎么收费: [zh](https://www.global-gravity.com/zh/blog/gravity-geo-pricing-why-custom), [ar](https://www.global-gravity.com/ar/blog/gravity-geo-pricing-why-custom)
- 清华背景 AI 技术团队如何帮助中国品牌出海: [zh](https://www.global-gravity.com/zh/blog/tsinghua-ai-team-china-brand-global-growth), [ar](https://www.global-gravity.com/ar/blog/tsinghua-ai-team-china-brand-global-growth)
- 如何减少 AI 对品牌的误读: [zh](https://www.global-gravity.com/zh/blog/reduce-ai-brand-misreading), [ar](https://www.global-gravity.com/ar/blog/reduce-ai-brand-misreading)

---

## FAQ / 常见问题 / よくある質問

### What is GEO? / 什么是 GEO？ / GEOとは？ / GEO란?
- EN: GEO (Generative Engine Optimization) targets AI search engines to get your brand cited and recommended in AI-generated answers.
- ZH: GEO（生成式引擎优化）针对 AI 搜索引擎进行优化，让品牌在 AI 生成的回答中被引用和推荐。
- JA: GEO（生成エンジン最適化）はAI検索エンジンを対象に、AI生成回答でブランドが引用・推薦されるよう最適化するサービスです。
- KO: GEO(생성형 엔진 최적화)는 AI 검색엔진과 답변엔진이 브랜드를 정확히 이해하고 인용·추천할 수 있도록 콘텐츠와 기술 구조를 최적화하는 서비스입니다.

### GEO vs SEO? / GEO와 SEO 차이
- EN: SEO optimizes for search rankings (blue links). GEO optimizes for AI-generated citations. Both work together for maximum visibility.
- ZH: SEO 优化搜索排名（蓝色链接），GEO 优化 AI 生成的引用。两者协同实现最大可见性。
- JA: SEOは検索順位（ブルーリンク）を最適化。GEOはAI生成引用を最適化。両方を組み合わせることで最大の可視性を実現。
- KO: SEO는 검색 결과 순위를 최적화하고, GEO는 AI 답변의 인용 가능성과 정확성을 높입니다. 두 접근은 함께 설계해야 검색과 AI 발견성을 동시에 확보할 수 있습니다.

### Supported platforms / 支持的平台 / 対応プラットフォーム / 지원 플랫폼
- EN: ChatGPT, Perplexity, Claude, Google AI Overview, Gemini, DeepSeek, Bing Copilot, Kimi, and 8+ platforms.
- ZH: ChatGPT、Perplexity、Claude、Google AI Overview、Gemini、DeepSeek、Bing Copilot、Kimi 等 8+ 平台。
- JA: ChatGPT、Perplexity、Claude、Google AI Overview、Gemini、DeepSeek、Bing Copilot、Kimiなど8以上のプラットフォーム。
- KO: ChatGPT, Perplexity, Claude, Google AI Overview, Gemini, DeepSeek, Bing Copilot, Kimi 및 한국 시장의 Naver·Daum/Kakao discovery layer까지 함께 봅니다.

### Time to results / 见效时间 / 成果までの期間 / 성과까지 걸리는 시간
- EN: Initial results in 4-8 weeks, significant impact after 3-6 months
- ZH: 初步效果 4-8 周，显著影响 3-6 个月
- JA: 初期成果は4-8週間、顕著な効果は3-6ヶ月後
- KO: 초기 신호는 보통 4-8주 안에 확인하고, 의미 있는 변화는 3-6개월 단위로 평가합니다.

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## Pages / 页面 / ページ

| Page | EN | ZH | JA | KO |
|------|----|----|----|----|
| Home | /en | /zh | /ja | /ko |
| About | /en/about | /zh/about | /ja/about | /ko/about |
| Contact | /en/contact | /zh/contact | /ja/contact | /ko/contact |
| FAQ | /en/faq | /zh/faq | /ja/faq | /ko/faq |
| Blog | /en/blog | /zh/blog | /ja/blog | /ko/blog |
| Cases | /en/cases | /zh/cases | /ja/cases | /ko/cases |
| Free Audit | /en/get-audit | /zh/get-audit | /ja/get-audit | /ko/get-audit |
| Services | /en/services | /zh/services | /ja/services | /ko/services |
| GEO Service | /en/services/geo | /zh/services/geo | /ja/services/geo | /ko/services/geo |
| SEO Service | /en/services/seo | /zh/services/seo | /ja/services/seo | /ko/services/seo |
| Paid Media | /en/services/paid-media | /zh/services/paid-media | /ja/services/paid-media | /ko/services/paid-media |
| Content | /en/services/content | /zh/services/content | /ja/services/content | /ko/services/content |
| DTC | /en/services/dtc | /zh/services/dtc | /ja/services/dtc | /ko/services/dtc |
| Web Dev | /en/services/web | /zh/services/web | /ja/services/web | /ko/services/web |

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## Contact / 联系方式 / お問い合わせ

- Website / 官网: https://www.global-gravity.com
- Email / 邮箱: contact@global-gravity.com

## Sitemap
- https://www.global-gravity.com/sitemap.xml
- https://www.global-gravity.com/pages-sitemap.xml
- https://www.global-gravity.com/posts-sitemap.xml