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Your Schema markup is incomplete, outdated, or missing entirely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
什么是GEO评分？
GEO（生成引擎优化）评分是一个0–100的综合指标，衡量您的网站对AI搜索引擎的可见性和可引用性。它涵盖爬虫可访问性、内容质量、Schema标记、品牌提及、可引用性和特定平台信号。
我需要Claude Code来运行审核吗？
是的——技能在Claude Code CLI内运行。您需要安装Claude Code（claude.ai/code）。任何兼容Claude API的代理运行器也可以使用。审核本身大约需要5分钟设置。
什么是llms.txt，它为什么重要？
llms.txt是一个新兴标准（类似AI的robots.txt），告诉大型语言模型您网站上哪些内容可以被阅读和引用。没有它，AI系统会自行决定您的内容——通常是错误的。
我可以不运行审核而直接使用Schema模板吗？
可以。6个JSON-LD模板是独立文件。复制、为您的网站自定义值、粘贴到HTML头部或CMS Schema字段中。模板不需要Claude Code。
我应该多久重新审核一次网站？
每月运行完整的/geo-audit，或在重大内容更改后运行。每季度运行/geo-technical和/geo-crawlers。如果您正在积极建立品牌权威，每周运行/geo-brand-mentions。
我是自由职业者或代理商，可以将其用于客户网站吗？
可以——这是主要使用案例之一。/geo-report-pdf技能会生成适合客户的品牌PDF交付物，每次审核可以收费$500+。一次购买，可用于所有客户工作。
这与Ahrefs或Semrush等标准SEO工具有何不同？
Ahrefs和Semrush审核传统搜索引擎优化——反向链接、排名、爬虫可访问性。它们无法查看AI引用信号、llms.txt、AI机器人访问或GEO特定内容评分。本工具包正是为填补这一空白而构建的。
评分方法论有研究支持吗？
是的。该方法论基于佐治亚理工学院、普林斯顿大学和IIT德里（2024年）的同行评审研究，显示针对AI引用协议优化的网站在AI生成响应中可见性提升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