LLM SEO: The Complete Guide to AI Search Citation
Build the entity authority and content architecture that gets your brand cited by ChatGPT, Perplexity, Gemini, and Claude
- How large language models actually decide which sources to cite — from training data to real-time RAG pipelines
- The 5 factors with the highest measurable impact on citation probability
- A complete entity authority setup covering your website, G2, Crunchbase, Wikipedia, and structured data
- The 30-query LLM visibility tracking protocol for monitoring your brand's citation presence
- A 6-month roadmap with specific deliverables and measurement milestones
What's inside
A practical playbook built for B2B SEO managers, content strategists, and marketing leaders who want to build consistent brand visibility in AI-generated answers and LLM-powered search.
How LLMs Decide What to Cite: Training Data, RAG, and Entity Graphs
The three technical systems that determine which brands get cited in AI answers — and how each one works.
The Citation Probability Framework: 5 Factors That Matter Most
The five measurable variables with the highest correlation to LLM citation frequency.
Entity Authority Building: The Complete Setup
Step-by-step entity authority configuration across website schema, G2, Crunchbase, and Wikipedia.
Content Architecture for AI Citation: Direct-Answer Format Guide
How to structure content so it is extractable by LLM systems — the format that maximizes citation probability.
High-Authority Publication Strategy: Where to Earn Mentions That LLMs Trust
The publication tiers and content formats that generate the training-data mentions LLMs weight most heavily.
The Brand Language Consistency System: Same Words, Every Platform
How to build and enforce a brand language system that produces clear, unambiguous entity signals across all platforms.
Measuring LLM Visibility: The 30-Query Tracking Protocol
A systematic method for tracking your brand's citation presence across LLM platforms using a structured query set.
Platform-Specific Tactics: ChatGPT, Perplexity, Gemini, Claude Differences
How each major LLM platform selects citations differently — and the platform-specific optimizations that matter.
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Build the entity authority and content architecture that gets your brand cited by ChatGPT, Perplexity, Gemini, and Claude
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