AI Search Visibility Toolkit
Get Your Site Cited by ChatGPT, Perplexity & Google AI Overviews
What it is
11 Claude Code skills + 5 AI agents + 6 Schema templates that audit any website for AI search readiness and produce a prioritized fix plan. Run /geo-audit https://yoursite.com and know your GEO score in 5 minutes. $49 one-time.
- 11 Claude Code audit skills (full source, Markdown-based)
- 5 specialized AI agents for visibility analysis
- 6 JSON-LD Schema templates (copy-paste ready)
- Professional PDF report generation for clients
- Documentation for every module
- Free lifetime updates via Gumroad
People also ask — SEO, GEO, and answer engines
Questions this product page answers (for Google and AI search)
- Why doesn’t ChatGPT cite my website?
- GEO audit checklist for Google AI Overviews
- How to improve AI search visibility without hiring an agency
- What is generative engine optimization GEO?
- Perplexity SEO: how to get cited in AI answers
Short answer (AEO snippet)
Eleven skills plus agents and JSON-LD templates diagnose why AI systems skip your brand and what to change in content, structure, and schema. Authoritative overview: Ai Search Visibility Toolkit — Gumroad checkout is the only purchase path ($49 one-time).
The problem
Your website is invisible to AI — and you don't even know it.
When someone asks ChatGPT “what's the best project management tool?” or Perplexity “best CRM for startups?” — some sites get cited. Yours doesn't.
Not because your content is bad. Because AI systems can't find it, can't parse it, and can't trust it enough to quote.
80% of searches now end without a click. If your content isn't structured for AI citation, you're invisible in the fastest-growing search channel on the planet.
Your organic traffic is declining even though your rankings haven't changed
Competitors are being quoted by AI tools and you have no idea why
You don't know what ChatGPT "sees" when it looks at your site
Your Schema markup is incomplete, outdated, or missing entirely
You've never heard of llms.txt, AI crawler bots, or citability scoring
How it works
One Command. Full Audit.
$ /geo-audit https://yoursite.com
▸ Checking AI crawler access...
▸ Scoring content citability...
▸ Auditing Schema markup...
▸ Analyzing brand mentions...
▸ Running platform checks...
────────────────────────────────
GEO Score: 71/100 · Good — 4 gaps identified
Citability: 68 · Schema: 82
Crawlability: 54 · Brand: 70
Content: 78 · Platform: 74
⚠ GPTBot blocked in robots.txt — fix to unlock ChatGPT indexing
⚠ llms.txt missing — generate with /geo-llmstxt
⚠ No Quick Answer Boxes detected — 0 AI citation anchors
⚠ FAQPage schema absent on 12 pages
Run /geo-report-pdf to generate client-ready deliverable
GEO Score
0–100 composite across 6 dimensions
AI Crawler Status
GPTBot, PerplexityBot, ClaudeBot access check
Citability Score
Can AI find, parse, and quote your content?
Schema Gaps
Missing markup with ready-to-use templates
Platform Scores
ChatGPT, Perplexity, Google AI, Gemini, Bing
Action Plan
Prioritized fix list ordered by impact
11 Claude Code skills
A Skill for Every AI Visibility Problem
Each skill is purpose-built for one problem. Run them individually or chain them into a full audit workflow.
/geo-audit“I have no idea how AI-ready my site is”
→ Full audit with a 0–100 composite GEO Score
/geo-citability“Why does AI never quote my content?”
→ Analyzes whether AI can find, understand, and cite you
/geo-content“Is my content good enough for AI?”
→ E-E-A-T quality assessment for AI citation
/geo-technical“Can AI crawlers even reach my pages?”
→ Crawlability, llms.txt, robots.txt audit
/geo-schema“My structured data is a mess”
→ Schema analysis + generation for entity recognition
/geo-brand-mentions“Does AI even know my brand exists?”
→ Web-wide brand mention tracking and analysis
/geo-crawlers“Which AI bots can access my site?”
→ Configures access for GPTBot, PerplexityBot, ClaudeBot, Gemini
/geo-llmstxt“What's llms.txt and do I need one?”
→ Generates and optimizes llms.txt for AI discovery
/geo-platform-optimizer“How do I optimize for each AI platform differently?”
→ Platform-specific optimization per AI engine
/geo-report“I need to show this to my team or client”
→ Comprehensive Markdown report with priorities
/geo-report-pdf“I need a professional deliverable”
→ Client-ready branded PDF report
5 AI agents
Specialized Agents for Deep Analysis
AI Visibility Agent
Overall GEO scoring and gap analysis across all six dimensions
Content Agent
Content quality evaluation for citation potential and E-E-A-T compliance
Platform Agent
Per-platform performance breakdown: ChatGPT, Perplexity, Google, Gemini, Bing
Schema Agent
Structured data and entity recognition analysis with fix generation
Technical Agent
Infrastructure and crawlability specialist — bots, llms.txt, robots.txt
Scoring breakdown
What Your GEO Score Means
Excellent
AI systems are likely citing your content
Good
Specific gaps to close for consistent citations
Moderate
Significant opportunities being missed
Low
Fundamental infrastructure problems blocking AI access
Platform Coverage
Audits and optimizes for all major AI search engines:
- ChatGPT / GPT-4o (OpenAI)
- Perplexity AI
- Google AI Overviews
- Gemini
- Bing Copilot
- Claude (Anthropic)
6 Schema Templates
JSON-LD templates ready to copy, customize, and deploy:
- Article + Author entity markup
- LocalBusiness with all GEO-relevant fields
- Organization entity for brand authority
- Product markup for e-commerce
- SoftwareApplication for SaaS
- WebSite with SearchAction
Who it's for
Built for SEOs Who Want the Edge AI Search Gives
Freelance SEO Consultants
Add AI Search Visibility audits to your offering — charge $500+ per audit using the professional PDF reports.
Agency Owners
Run bulk audits across client portfolios. Identify quick wins others are completely missing.
Site Owners & Founders
Organic traffic declining despite stable rankings? AI search is eating your clicks. Find out why.
Content Teams
Check AI-citability before publishing — not after. Build every article to perform in AI search from day one.
Technical SEOs
Audit AI crawler access, llms.txt configuration, and Schema completeness in minutes, not hours.
Early Movers
GEO is 2026's biggest SEO opportunity. Most competitors haven't started. Your window is open now.
Research basis
30–115% more visibility in AI-generated responses
The scoring methodology is based on peer-reviewed research from Georgia Tech, Princeton, and IIT Delhi (2024). Sites optimized for AI citation protocols see measurable gains in AI-generated response citations. Not marketing claims — published research.
FAQ
Common Questions
什麼是GEO評分？
GEO（生成引擎最佳化）評分是一個0–100的綜合指標，衡量您的網站對AI搜尋引擎的可見性和可引用性。它涵蓋爬蟲可存取性、內容品質、Schema標記、品牌提及、可引用性和特定平台訊號。
我需要Claude Code來執行審核嗎？
是的——技能在Claude Code CLI內執行。您需要安裝Claude Code（claude.ai/code）。任何相容Claude API的代理執行器也可以使用。審核本身大約需要5分鐘設定。
什麼是llms.txt，它為什麼重要？
llms.txt是一個新興標準（類似AI的robots.txt），告訴大型語言模型您網站上哪些內容可以被閱讀和引用。沒有它，AI系統會自行決定您的內容——通常是錯誤的。
我可以不執行審核而直接使用Schema模板嗎？
可以。6個JSON-LD模板是獨立檔案。複製、為您的網站自訂值、貼到HTML頭部或CMS Schema欄位中。模板不需要Claude Code。
我應該多久重新審核一次網站？
每月執行完整的/geo-audit，或在重大內容變更後執行。每季執行/geo-technical和/geo-crawlers。如果您正在積極建立品牌權威，每週執行/geo-brand-mentions。
我是自由工作者或代理商，可以將其用於客戶網站嗎？
可以——這是主要使用案例之一。/geo-report-pdf技能會生成適合客戶的品牌PDF交付物，每次審核可以收費$500+。一次購買，可用於所有客戶工作。
這與Ahrefs或Semrush等標準SEO工具有何不同？
Ahrefs和Semrush審核傳統搜尋引擎最佳化——反向連結、排名、爬蟲可存取性。它們無法查看AI引用訊號、llms.txt、AI機器人存取或GEO特定內容評分。本工具包正是為填補這一空白而建構的。
評分方法論有研究支持嗎？
是的。該方法論基於佐治亞理工學院、普林斯頓大學和IIT德里（2024年）的同行評審研究，顯示針對AI引用協議最佳化的網站在AI生成回應中可見性提升30–115%。
Stop guessing — start knowing
Know your AI visibility score in 5 minutes.
11 skills. 5 agents. 6 Schema templates. One command reveals exactly what's broken and what to fix. Every fix you make is targeted, measurable, and immediate.
Get the Toolkit — $49Instant download · Single ZIP · Free lifetime updates