Agentic AI vs AI Agents: What the Distinction Actually Means
AI agents are discrete software entities that use large language models to plan, execute, and
Field Notes
Applied research on AI search optimization and AI agent development
AEO vs SEO: How Answer Engine Optimization Differs From Search Engine Optimization
Answer Engine Optimization (AEO) engineers content for citation inside AI-generated answers, while Search Engine Optimization
How to Build a Knowledge Graph Presence That Gets Your Brand Cited by AI
Knowledge graph presence is the structured, machine-readable footprint a brand maintains across public knowledge graphs
How to Build an llms.txt File for Your Business
An llms.txt file is a markdown document placed at a website's root
The Incumbent Problem: Why Market Leaders Show Up in AI Without Trying
Large language models disproportionately cite market incumbents because their training data, entity graphs, and retrieval
How to Rank on ChatGPT: What Actually Works in 2026
ChatGPT does not rank pages. It retrieves, evaluates, and cites sources through a multi-stage pipeline
How to Optimize for Perplexity: Getting Cited in AI Search
Perplexity is not a search engine. It is a citation machine powered by a retrieval-augmented
How Much Does AI Search Optimization Cost? A Transparent Breakdown
AI search optimization cost ranges from $0 (DIY with sweat equity) to $25,000+ per
Is SEO Dead in 2026? The Data-Driven Answer
SEO is not dead, but the version of SEO that most teams are still practicing
How to Do GEO: A Step-by-Step Guide for Business Owners
Summary: GEO (Generative Engine Optimization) is the practice of engineering your digital presence so that
What Is AIO? Artificial Intelligence Optimization Explained
Artificial intelligence optimization (AIO) is the practice of engineering digital content so that AI-powered search
Entity Optimization: The Foundation of AI Search Visibility
Entity optimization is the practice of structuring digital content around disambiguated, machine-resolvable entities rather than