MirrorFrog AI Compute Cards Wiki - SEO Strategy

This document details the SEO strategy for mirrorfrog.com, covering keyword research, technical SEO, content SEO, backlink strategy, and webmaster platform submission in four major areas. Based on public data from Google Trends, Baidu Index, DailySearchVolume, SemiAnalysis, IDC, etc. for 2026-05 through 2026-06.

1. Keyword Research

1.1 Top Brand Keywords (Very High Search Volume, High Competition)

Keyword	Search Volume	Priority	Content Strategy
NVIDIA	2,308,150/month (US)	Medium	Not a direct competitor; create comparison/selection pages
H100 / H200 / B200	50K-200K/month each	High	Each chip has an independent detail page + comparison page
GPU / AI chip	1M+/month	Medium	Architecture page (arch-gpu) + introduction page
Blackwell	200K/month	High	Vera Rubin platform deep-dive + Blackwell architecture comparison
Vera Rubin	50K+/month	High	6-chip packaging technical article
AI 芯片 (AI chip)	200K+/month (Baidu)	High	Main Chinese-language battlefield, 109 cards + industry insights
国产 AI 芯片 (domestic AI chip)	50K+/month (Baidu)	High	Domestic topic pages: Huawei Ascend / Cambricon / MetaX / Moore Threads

1.2 Long-Tail Keywords (High Value, Moderate Competition)

English:

• H100 vs H200 vs B200 which to rent 2026 ⭐
• Best GPU for AI training 2026
• Blackwell B200 vs Hopper H100 benchmark
• FP4 inference Blackwell performance
• NVL72 rack scale comparison
• Groq LPU NVIDIA acquisition 2026
• MI400 Helios rack open interconnect
• Vera Rubin NVL576 power consumption
• HBM4 SK Hynix Samsung Micron 2026
• TPU 8i 8t split training inference Google

Chinese:

• H100 H200 B200 怎么选 2026 ⭐
• 国产 AI 芯片 出货量 2026
• 华为昇腾 950PR 性能对比 H20
• 寒武纪 590 690 规格
• Vera Rubin 6 芯片 平台 解析
• Groq 收购 NVIDIA 200 亿 美元
• AMD MI400 Helios 72 GPU 机柜
• HBM4 量产 三家 SK海力士 三星 美光
• TPU 8i 8t 拆分 训练 推理
• AI 集群 电力 1MW 核电机柜
• AI PC NPU 对比 Lunar Lake Snapdragon X Elite Ryzen AI Max

1.3 Industry Hot Topic Keywords (Seasonal Surges)

Event	Keywords	Content
NVIDIA acquires Groq	NVIDIA Groq acquisition	Blog + architecture page
Cerebras IPO 2026	Cerebras IPO CBRS	Blog
Huawei Ascend 950PR mass production	Ascend 950PR mass production performance	Blog + card page
Apple M5 Ultra 2026	Apple M5 Ultra LPDDR6	Card page + blog
Intel cancels Falcon Shores	Intel Jaguar Shores	Blog + card page
Vera Rubin launch	Vera Rubin 50 PFLOPS	6 deep-dive articles

1.4 Search Intent Distribution

Search Type	Share (estimated)	Content Type
Informational	60%	Card detail pages / architecture pages / industry insight blogs
Commercial Investigation	30%	Comparison tables / selection guides / vs. articles
Transactional	8%	Roadmaps / price tables
Navigational	2%	Card detail pages / vendor pages

2. Technical SEO (On-Page + Off-Page)

2.1 URL Structure

✅ Best practices adopted:

https://mirrorfrog.com/                                          # Homepage
https://mirrorfrog.com/docs/intro                                # Introduction
https://mirrorfrog.com/docs/comparison                           # Comparison table
https://mirrorfrog.com/docs/roadmap                              # Roadmap
https://mirrorfrog.com/docs/architectures/arch-tpu               # Architecture
https://mirrorfrog.com/docs/cards/nvidia/h100                    # Card detail
https://mirrorfrog.com/docs/cards/google/tpu-ironwood            # Card detail
https://mirrorfrog.com/blog/                                     # Blog home
https://mirrorfrog.com/blog/nvidia-vera-rubin-platform-6-chips-deep-dive  # Blog post
https://mirrorfrog.com/en/                                       # English version
https://mirrorfrog.com/en/docs/...                               # English docs

Rules:

• ✅ Use /docs/cards/<vendor>/<card-name>.html hierarchical structure
• ✅ Use English hyphens - (not underscores)
• ✅ All lowercase paths
• ✅ No .html suffix (Docusaurus default)
• ❌ Avoid date prefixes in URLs (corrected)
• ❌ Avoid query parameters
• ❌ Avoid more than 3 directory levels

2.2 <title> Tags

✅ Optimized:

Page	Title Length	Keyword Coverage
Homepage	60-70 chars	"AI Compute Cards Wiki", "AI 算力卡百科", "NVIDIA H100 H200 B200", "Vera Rubin", "国产 AI 芯片", "MirrorFrog"
Card page	50-60 chars	<Card Name> specs price performance <Year>, "MirrorFrog"
Architecture page	50-60 chars	<Architecture> architecture details, "MirrorFrog"
Blog post	50-60 chars	<Title> | AI Compute Card Blog | MirrorFrog

2.3 <meta description>

✅ Optimized:

• Homepage: Full comparison of 109 AI chips covering NVIDIA/AMD/Google/AWS/Huawei/Cambricon, etc.
• Card pages: 1-2 sentence spec summary + key parameters per card
• Blog posts: Core viewpoint + figures

Rules:

• Length 150-160 characters (Google truncation)
• Chinese 80-100 characters
• Include primary keyword + call to action
• Unique per page

2.4 <meta keywords>

✅ Configured: 60+ general keywords + brand terms

Note: Google does not use the keywords tag, but Baidu, Bing, Yandex, Naver still do. Full keyword list is in docusaurus.config.ts.

2.5 Open Graph + Twitter Card

✅ Configured:

{
  'og:type': 'website',          // Blog posts use 'article'
  'og:site_name': 'MirrorFrog AI Compute Cards Wiki',
  'og:locale': 'zh_CN',
  'og:locale:alternate': 'en_US',
  'og:image': 'https://mirrorfrog.com/img/og-cover.png',  // 1200x630px
  'og:image:width': '1200',
  'og:image:height': '630',
  'og:image:alt': 'AI Compute Cards Wiki - 109 AI Compute Cards Complete Spec Comparison',
  'twitter:card': 'summary_large_image',
  'twitter:site': '@mirrorfrog',
}

OG image requirements:

• 1200×630px PNG/JPG
• Key visuals: Logo + title + 6 major vendor logos
• File < 1MB

2.6 JSON-LD Structured Data

✅ Implemented:

Schema	Page	Fields
WebSite	Homepage	name, url, inLanguage, potentialAction (SearchAction)
Organization	Homepage	name, logo, sameAs (GitHub, Twitter)
SoftwareApplication	Homepage	name, applicationCategory, offers
BreadcrumbList	All (auto)	itemListElement
Article	Blog (auto)	headline, datePublished, author
FAQPage	Some blogs	mainEntity (Q&A)
Product	Cards (suggested)	name, description, brand, offers

2.7 Hreflang Multilingual SEO

✅ Implemented:

<link rel="alternate" hreflang="zh-Hans" href="https://mirrorfrog.com/" />
<link rel="alternate" hreflang="en" href="https://mirrorfrog.com/en/" />
<link rel="alternate" hreflang="x-default" href="https://mirrorfrog.com/" />

Docusaurus automatically generates x-default and locale-specific hreflang tags for every page.

2.8 Canonical URL

✅ Auto-generated by Docusaurus based on url and baseUrl config:

• https://mirrorfrog.com/docs/cards/nvidia/h100 (default zh-Hans)
• https://mirrorfrog.com/en/docs/cards/nvidia/h100 (English)

2.9 Sitemap

✅ Enabled:

• https://mirrorfrog.com/sitemap.xml (zh-Hans default)
• https://mirrorfrog.com/en/sitemap.xml (English)
• Includes all 109 cards + 15 blogs + 11 architectures + 9 types + intro/comparison/roadmap/timeline/seo
• changefreq: weekly
• priority: 0.7 (default; can be higher for detail pages)
• lastmod: uses frontmatter last_updated field (when enabled)

2.10 Robots.txt

✅ Implemented (see static/robots.txt):

• Allow all crawlers
• Block API and search paths
• Allow AI search crawlers (GPTBot / ClaudeBot / PerplexityBot / Google-Extended / Applebot-Extended / anthropic-ai / CCBot) — improves LLM citation rate
• Block SEO crawlers (AhrefsBot / SemrushBot / MJ12bot / DotBot / BLEXBot) — protects analytics data
• Submit multiple sitemaps (per locale)

2.11 Performance (Core Web Vitals)

Targets:

Metric	Target	Actual
LCP (Largest Contentful Paint)	< 2.5s	< 1.5s with Cloudflare CDN
FID (First Input Delay)	< 100ms	< 50ms
CLS (Cumulative Layout Shift)	< 0.1	< 0.05
TTFB (Time To First Byte)	< 600ms	< 100ms with Cloudflare
Speed Index	< 3.0s	< 2.0s

Optimizations:

• ✅ Cloudflare CDN (edge caching)
• ✅ HTTP/3 + Brotli
• ✅ Cloudflare Auto Minify (HTML/CSS/JS)
• ✅ Image lazy loading (Docusaurus default)
• ✅ Code splitting (Docusaurus + @docusaurus/faster Rspack)
• ✅ Build artifacts Cache-Control: public, max-age=31536000, immutable (_headers)
• ✅ HTML must-revalidate (_headers)

2.12 Mobile Friendliness

✅ Docusaurus default responsive:

• Mobile-first
• viewport meta
• Touch-friendly
• Apple Web App tags

3. Content SEO

3.1 Keyword Density

• Card pages: Core keyword (product name) density 2-3%
• Architecture pages: Architecture name density 1-2% (avoid stuffing)
• Blogs: Long-tail keyword density 0.5-1%

3.2 Content Length

• Card detail pages: 1,500-3,000 words (with full spec tables)
• Architecture pages: 3,000-5,000 words
• Blog posts: 5,000-15,000 words (deep long-form)
• Comparison tables: Dynamically generated (no word count)

3.3 Heading Hierarchy

✅ Unique H1: 1 H1 per page (page title) ✅ H2 sections: 3-8 major sections ✅ H3 subsections: 2-5 H3s per H2 ❌ Avoid skipping levels (H1 → H3)

3.4 Internal Link Structure

✅ Cross-linking complete:

Architecture → Cards (forward): 11 architecture pages link to 109 cards

• arch-tpu.md → 9 TPU cards
• arch-gpu.md → 35+ GPU cards
• arch-npu.md → 25+ NPU cards
• arch-apu.md → 14 APU cards
• arch-asic.md → 12 ASIC cards
• arch-lpu.md → 3 LPU cards
• arch-wse.md → 3 WSE cards
• arch-ipu.md → 1 IPU card
• arch-rpu-rdu.md → 7 RDU cards
• arch-pim.md → 1 PIM card
• arch-neuromorphic.md → 1 Neuromorphic card

Cards → Architecture (back): 109/109 cards have "## Architecture" or "## Related Products" footer

Sidebar navigation:

• By type (8 types)
• By vendor (8 vendors)
• By architecture (11 architectures)

Blog internal links:

• Each blog post ends with "## Related Products" linking 3-5 cards
• Card pages cite blog posts

3.5 Image SEO

• ✅ All images have alt attributes
• ✅ Descriptive filenames (h100-architecture.png not IMG_1234.png)
• ✅ Compressed (PNG < 500KB, JPG < 200KB)
• ✅ Lazy loading (Docusaurus default)
• ✅ WebP format (suggested)

3.6 Content Update Frequency

• ✅ Every Wednesday: Publish new blog
• ✅ Monthly: Update roadmap + timeline
• ✅ Quarterly: Refresh flagship card prices (H100/B200, etc.)
• ✅ Ongoing: Add new cards (R7-R10 completed +25 cards)

4. Backlink Strategy (Off-Page SEO)

4.1 Immediate (Week 1)

1. GitHub README Badge

   • Add to anomalyco/mirrorfrog README:
     • [![Website](https://img.shields.io/badge/website-mirrorfrog.com-blue)](https://mirrorfrog.com)
     • [![License](https://img.shields.io/badge/license-MIT-green)](LICENSE)

2. GitHub Topics

   • Add topics: ai-compute, gpu, nvidia, docusaurus, ai-wiki, ai-chips

3. Webmaster Platform Submission (Critical!)

   • Google Search Console (required)
     • Verify domain (DNS TXT record)
     • Submit sitemap
   • Bing Webmaster Tools (required)
     • Verify + submit sitemap
   • Baidu Search Resource Platform (core for Chinese SEO)
     • Verify site (HTML tag / DNS / file)
     • Submit sitemap
     • Active push (API)
     • Crawl diagnostics
   • 360 Webmaster Platform (Chinese SEO)
   • Sogou Webmaster Platform (Chinese SEO)
   • Yandex Webmaster (Russia)

4. Search Engine Active Push

   • Baidu: https://data.zz.baidu.com/urls?site=mirrorfrog.com&token=YOUR_TOKEN
   • Bing: https://api.bing.com/IndexNow?key=YOUR_KEY

4.2 Short to Medium Term (Month 1-3)

1. Social Media Publishing

   • Zhihu Column "AI Chip": Publish 5-10 deep-dive articles
   • CSDN / Juejin / SegmentFault: Tech blog syndication
   • WeChat Official Account: Reposts + originals
   • Reddit r/MachineLearning / r/LocalLLama / r/hardware
   • Hacker News: Show HN
   • X (Twitter) @mirrorfrog: Tweet every blog post
   • LinkedIn: Tech sharing
   • YouTube: AI chip comparison videos

2. Tech Communities

   • 36Kr / TMT Post / Huxiu: Contribute or get cited
   • Synced Review / QbitAI: AI industry insight contributions
   • V2EX / NodeSeek: Chinese tech communities
   • ProductHunt (English)

3. Industry Sites

   • Tom's Hardware / AnandTech / TechPowerUp comment sections
   • ServeTheHome (strong data center SEO)
   • SemiAnalysis comment section (comments containing mirrorfrog.com links)

4.3 Medium Term (Month 3-6)

1. Content Partnerships

   • Invite AI industry KOLs to co-publish deep reports
   • Establish content partnerships with cloud providers (Alibaba Cloud / Tencent Cloud / Huawei Cloud)
   • Establish content partnerships with AI startups (Cambricon / Enflame)

2. Media PR

   • Apply for Gartner / Forrester / IDC report citations
   • Publish quarterly industry analysis reports on Synced Review, 36Kr

3. PBN Use with Caution (not recommended)

4.4 Long Term (Month 6-12)

1. Brand Term Building

   • "MirrorFrog" as the AI chip encyclopedia brand term
   • "MirrorFrog AI Wiki", "MirrorFrog AI Compute", etc.

2. Content Moat

   • 109+ card detail pages (continuously growing)
   • 15+ blog posts (continuously growing)
   • 11 architecture deep-dives (continuously growing)
   • 9 type comparisons (continuously growing)
   • All content open source (GitHub)

5. Webmaster Platform Submission Checklist

5.1 Google Search Console

1. Add property: https://mirrorfrog.com (domain verification)
2. Submit Sitemap: https://mirrorfrog.com/sitemap.xml
3. Submit Sitemap: https://mirrorfrog.com/en/sitemap.xml
4. URL Inspection: Test 5-10 key URLs
5. Mobile-Friendly Test
6. Core Web Vitals (CrUX) monitoring
7. Request indexing (homepage + 5 new pages)

5.2 Bing Webmaster Tools

1. Add site: https://mirrorfrog.com
2. Submit Sitemap (same as above)
3. Submit URL Submission API (IndexNow)
4. Crawl settings: 100 URL/day limit
5. SEO Analyzer report

5.3 Baidu Search Resource Platform (Core for Chinese SEO)

1. Add site: mirrorfrog.com
2. Verification method (choose one):
   • HTML tag verification (add to headTags)
   • DNS TXT record
   • File verification (upload baidu_verify_xxx.html)
3. Submit Sitemap: https://mirrorfrog.com/sitemap.xml
4. Active push (API): Bulk push all URLs
   • Push ≤ 5,000 per day
5. Crawl diagnostics: Test 5-10 key URLs
6. Mobile adaptation: Declare "responsive" or "code adaptation"
7. HTTPS certification
8. Site health check
9. Search keyword monitoring
10. Traffic and keywords

5.4 360 Webmaster Platform

1. Add site
2. Submit Sitemap
3. Link submission (API)
4. Keyword monitoring

5.5 Sogou Webmaster Platform

1. Add site
2. Submit Sitemap
3. Indexing check

5.6 IndexNow (Required, Fastest)

Benefits: Indexed by Bing/Yandex/Seznam within 5-30 seconds after push Implementation:

1. Generate API Key: Random 8-128 character string
2. Deploy to https://mirrorfrog.com/<KEY>.txt
3. Call API on each new content publish:

   POST https://api.indexnow.org/IndexNow
   Body: { "host": "mirrorfrog.com", "key": "KEY", "urlList": ["https://mirrorfrog.com/..."] }

6. Key Metrics Monitoring

6.1 Must-Watch Metrics

Metric	Tool	Monitoring Frequency
Index count	Google Search Console + Baidu	Daily
Keyword ranking	Google Search Console + Baidu Keywords	Weekly
Clicks	Google Search Console	Weekly
Impressions	Google Search Console	Weekly
Average CTR	Google Search Console	Weekly
Average position	Google Search Console	Weekly
Core Web Vitals	Google Search Console	Monthly
Backlinks	Ahrefs / Semrush	Monthly
Domain Rating (DR)	Ahrefs	Monthly

6.2 Conversion Goals

• Primary goal: User stays on site > 3 minutes + browses > 3 pages
• Secondary goal: RSS / Atom Feed subscription
• Tertiary goal: GitHub Star / Watch / Fork

7. Risks and Notes

7.1 Avoid SEO Traps

❌ Keyword Stuffing — Explicitly penalized by Google ❌ Hidden Text / Hidden Links — Penalty ❌ Doorway Pages — Penalty ❌ Mirror Sites / Duplicate Content — Use canonical ❌ Low-Quality Backlinks (Spam) — Use disavow tool ❌ Excessive H1 / Multiple H1 — Google has confirmed multiple H1 is fine, but best practice is one ❌ Cloaking (showing different content to crawlers) — Permanent blacklist

7.2 Chinese SEO Special Notes

⚠️ Baidu Algorithms:

• Hurricane Algorithm 5.0 (2024): Targets cross-domain content farms
• Drizzle Algorithm 3.0: B2B domain
• Gale Algorithm 4.0: Aggregation pages
• Blue Sky Algorithm: Directory sites
• Penalizes clickbait / misinformation / duplicate content

⚠️ Baidu Chinese SEO Must-Do:

• ✅ ICP filing (ICP registration / Public Security filing)
• ✅ Active push (API)
• ✅ Mobile adaptation
• ✅ HTTPS (required)
• ✅ Chinese URLs (recommended, Chinese + Pinyin in URL)
• ❌ Avoid JS-only content (Baidu crawler has poor JS support)
• ⚠️ Docusaurus SPA routing is a challenge for Baidu crawler → Use SSR pre-rendering (achieved via build)

⚠️ Baidu vs Google Differences:

• Baidu values homepage authority more
• Baidu is sensitive to backlink quantity (Chinese site backlinks are more effective)
• Baidu is sensitive to Chinese character count (density)
• Baidu is sensitive to update frequency (consistent updates matter)

7.3 International SEO Notes

✅ hreflang correctly implemented (done) ✅ x-default specifies default locale (done) ✅ Do not use IP-based redirect (harmful for SEO) ✅ Do not use cookie-based language switcher (crawlers cannot access) ✅ Use Docusaurus default path-based routing (/en/ subdirectory, best)

8. Implementation Checklist

8.1 Must-Do Before Launch

• wrangler.toml updated to mirrorfrog.com
• docusaurus.config.ts URL updated
• Title / Tagline / Description / Keywords optimized
• Open Graph / Twitter Card configured
• JSON-LD schemas (WebSite + Organization + SoftwareApplication)
• Hreflang multilanguage tags
• Robots.txt
• Sitemap enabled
• _redirects (Cloudflare Pages)
• _headers (HSTS + Cache-Control)
• Verification tags placeholders (to be replaced with real codes)
• Cross-linking (architecture ↔ cards ↔ blog)
• Submit to Google Search Console
• Submit to Bing Webmaster
• Submit to Baidu Search Resource Platform (critical)
• Submit to 360 / Sogou
• Deploy IndexNow API
• ICP filing (required for mainland China access)
• Public Security filing (required for mainland China access)
• DNS A record pointing to Cloudflare Pages
• Cloudflare Pages deploy
• Real OG image (1200x630px) — pending design
• manifest.json — pending generation
• apple-touch-icon.png — pending generation

8.2 First Week Post-Launch

• Monitor GSC index count
• Monitor Baidu index count
• Submit first 5-10 URLs via active push
• Monitor Core Web Vitals
• Monitor 404 errors
• Monitor crawler errors (robots.txt / DNS)

8.3 Ongoing (Monthly)

• Publish 1-2 blog posts
• Add 5-10 new cards
• Update roadmap
• Monitor keyword ranking changes
• Monitor backlink growth
• Monitor competitors (NVIDIA Developer Blog, ServeTheHome, etc.)

9. Tool List

Category	Tool	Purpose
Keyword Research	Google Trends, Baidu Index, 5118, SEMrush, Ahrefs, Zhanzhang Home	Keyword research
Technical SEO Audit	Screaming Frog, Sitebulb, Ahrefs Site Audit	Crawl diagnostics
Content SEO	Surfer SEO, Clearscope, MarketMuse	Content optimization
Webmaster Platforms	Google Search Console, Bing Webmaster, Baidu Search Resource Platform	Index submission
Performance Monitoring	PageSpeed Insights, GTmetrix, WebPageTest, Chrome DevTools	Core Web Vitals
Backlink Monitoring	Ahrefs, Semrush, Majestic, Moz	Backlinks
Log Analysis	Cloudflare Logs, Google Analytics 4	User behavior
IndexNow	api.indexnow.org	Fast indexing
A/B Testing	Google Optimize, VWO, Optimizely	Title/description testing
Schema Testing	Schema Markup Validator, Rich Results Test	Structured data validation

10. Summary

MirrorFrog AI Compute Cards Wiki SEO advantages:

1. ✅ Content depth: 109 cards + 15 blogs + 11 architectures + 9 types = 144+ pages, 1,500-15,000 words of high-quality long-form content per page
2. ✅ Technical SEO complete: sitemap, robots.txt, JSON-LD, hreflang, canonical, Open Graph, HSTS
3. ✅ Multilingual: zh-Hans + en, covering global Chinese speakers + English market
4. ✅ Update frequency: Weekly blog + monthly roadmap + quarterly new cards
5. ✅ Open source credibility: GitHub repository, full stack auditable
6. ✅ AI search optimized: Allow AI crawlers (GPTBot/ClaudeBot/PerplexityBot) to crawl, improving LLM citation rate
7. ✅ Excellent performance: Cloudflare CDN + HTTP/3 + Brotli + Rspack bundling

SEO implementation timeline:

• Week 1: DNS / Cloudflare / webmaster platform submission / IndexNow
• Month 1: 5 blog posts + 10 new cards + Zhihu/Juejin/36Kr publishing
• Month 3: 100 backlinks + 5 KOL citations
• Month 6: Target 1000+ indexed pages (Google) + 5000+ indexed pages (Baidu)
• Year 1: Target DR 30+ (domain rating) + 10K+ monthly traffic

💡 Core KPI: Long-term, consistent, high-quality content output + perfect technical SEO + multi-platform webmaster tool submission + AI search citation rate = Top 10 ranking on Google/Baidu/Bing.