The VibecodeAEO Blog
Field notes, research, and practical guides on AI brand visibility, Answer Engine Optimization, and getting cited by ChatGPT, Perplexity, and Gemini.
Field Notes
Original Research
Indexing · Case Study
How LLMs Index New Websites: Why Third-Party Mentions Get Cited Faster Than Your Own Pages
We launched vibecodeaeo.com, posted one job on Indeed, and asked ChatGPT and Gemini what they knew. Only Gemini answered — and it cited Indeed, not us.
10 min read·VibecodeAEO Research·Evergreen
AI SEO · Field Guide
AI Readiness Score: How to Measure Your Brand's Visibility in AI Search
Learn how AI readiness is calculated across crawlability, entity clarity, and citation signals — and why it determines your visibility in AI answers.
4 min read·VibecodeAEO Research·2026-05-03
AI SEO · Field Guide
AI Visibility Explained: Why Your Brand Doesn't Show Up in ChatGPT
Understand AI visibility — why brands fail to appear in AI-generated answers and the entity, citation, and crawl signals that drive inclusion.
4 min read·VibecodeAEO Research·2026-05-03
AI SEO · Field Guide
How to Track AI Mentions of Your Brand
Learn how to monitor how ChatGPT, Perplexity, and Gemini mention and describe your brand — and why weekly tracking catches issues quarterly spot-checks miss.
4 min read·VibecodeAEO Research·2026-05-03
AI SEO · Field Guide
What is AI SEO? Why Most Brands Are Invisible in AI Search
Learn how AI SEO works, why brands fail to appear in ChatGPT, and the entity, citation, and access signals that determine visibility in AI-generated answers.
4 min read·VibecodeAEO Research·2026-05-03
AI SEO · Field Guide
The 2026 AI SEO Guide — How to Get Cited by ChatGPT, Perplexity, and Gemini
A practical playbook for AI search ranking. Schema, citations, semantic clarity, and the seven signals LLMs use to pick which brand to cite.
12 min read·VibecodeAEO Research·2026-04-15
Research · Attribution
The Economics of an LLM Citation — What a ChatGPT Mention Is Actually Worth
We tracked 412 LLM citations for 30 days. Here is the click-through rate, the dollar value per mention, and why brand frequency beats keyword rank.
8 min read·VibecodeAEO Research·2026-03-22
Guides
AI-Generated Guides & Comparisons
Do Backlinks Still Influence AI Ranking and Citation? The LLM Citation Gravity Model
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Monitoring Your Brand's AI Narrative: A Tactical Playbook for Chatbot Intelligence
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The AI Narrative Gravity Model: Understanding and Influencing What AI Models Say About Your Brand
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Building Your 2026 ChatGPT AEO Playbook: A Step-by-Step Guide to Earning AI Citations
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AI Visibility Will Become a New Metric: Defining and Operationalizing Brand Prominence in Answer Engines
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The AI Brand Integrity Shield: Protecting Your Brand from Hallucinations and Misinformation
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The AI Content Extractability Audit (ACE Audit): Optimizing Formats and Structures for AI Overviews and Answer Engines
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The AI Citation Structure Audit: A Checklist for Direct AI Overviews & ChatGPT Mentions
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The eCommerce AEO Readiness Audit: A Brand Intelligence Checklist for AI Visibility
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The Brand Information Gravity Model: Ensuring Accurate AI Representation
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The AI Recommendation Blueprint: Earning Consistent Citations from ChatGPT, Gemini, and Perplexity
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Why Your Free AEO/GEO Visibility Checks Are Failing: A Diagnostic Guide
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The Dual-Engine Imperative: Why Google Still Owns Search, But AI Demands a New Strategy
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The AI Brand Visibility Black Hole: A Troubleshooting Guide for Enterprise Brand Management in AI-Driven Search
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The LLM Influence Spectrum: Comparing Direct Content Injection and Source Authority for Enterprise Brand Influence
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The Local AI Citation Readiness (LACR) Audit: Optimizing Your Google Business Profile for Answer Engines
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The Perplexity Citation Checklist: Mastering Source Attribution in AI Answer Engines by 2026
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Traditional Long-Tail SEO vs. Semantic Long-Tail AEO: Dominating AI Search Results in 2026
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The Generative AI SEM Readiness Audit: Diagnosing Your Failing Strategy
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The Semantic Coherence Framework: On-Page Optimization Strategies for Large Language Models and AI Overviews
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How to Implement Answer Engine Optimization for Your Website: A Step-by-Step Guide to AI Citation
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Direct Attribution vs. Brand Intelligence: Measuring AEO ROI in the Age of Answer Engines
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The AI Visibility Prioritization Audit: AEO, GEO, and LLMO for 2026
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Optimizing Content for AI Citation: What Structures and Qualities Models Prefer in 2026
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Implementing Entity-Centric Schema: A Step-by-Step Guide for Enhanced AI Visibility
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Content Not Cited by AI? A Diagnostic Guide to Structuring for Answer Engine Discoverability
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The Core Content Authority Audit: Validating Your Brand's Expertise for AI-Driven Search
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The AEOstack Brand Integrity Audit: A Checklist for AI System Representation
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The LLM Platform Convergence: Protecting Micro-SaaS Brand Visibility in the Age of AI Integration
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Navigating Google's Paradox: A Step-by-Step Guide to Earning AI Citations Without "Optimizing for LLMs"
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Reactive vs. Proactive AEO: A Strategic Framework for Answer Engine Optimization
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The Brand Intelligence Blind Spot: A Strategic Framework for Monitoring AI Chatbot Narratives
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