Martial Notarangelo
Founder • Specialist Ecosystem
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LLM Visibility & Citation
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LLM Visibility & Citation
16 guides on llm visibility & citation for AI search visibility in high-trust industries.
How LLMs Choose Sources: The Citation Mechanics Behind AI Search Visibility
How ChatGPT Mentions Brands and Selects Experts: The Retrieval Reality Behind AI Citations
How Perplexity Chooses Sources: A Source-Selection Field Guide for Regulated Industries
How Google AI Overviews Select Sources: The Retrieval Reality Most SEOs Miss
How Gemini Understands Brands and Entities: A Field Guide for High-Trust Industries
How Claude Understands Expertise and Source Authority: A Practical Guide for High-Trust Industries
How Copilot Uses Web Sources: A Technical Guide to Getting Cited
How AI Assistants Recommend Companies: The Entity Evidence Model for 2026
How to Become a Source for LLMs: The Citation Engineering Playbook for 2026
How to Write Content LLMs Can Cite: The Citation-First Method for AI Search
The Quotable Content Framework: How to Write So AI Assistants Cite You
FAQ Schema for LLM Citation: Why Markup Alone Won't Get You Cited
Definition Blocks for AI Search: The Extraction-First Method for AI Overviews
Source-Worthy Content: How to Build Pages Journalists and AI Systems Actually Cite
Original Data for AI Visibility: How Proprietary Research Gets You Cited in AI Overviews
LLM Brand Visibility Audit: How to Measure Whether AI Actually Knows Your Brand