Research & Insights
Empirical research and systematic analysis of knowledge graph engineering for Generative Engine Marketing and AI discoverability
Beyond Keywords: Content-Centric Agents and the Automation of Generative Engine Optimization
Exploring the CC-GSEO framework that uses multi-agent systems to automate content optimization for generative search engines, representing a paradigm shift from manual SEO to AI-driven GEO
Reasoning on Graphs: How Knowledge Graphs Make AI Assistants More Accurate
New research reveals how knowledge graphs enable faithful, interpretable reasoning in AI assistants—and why this matters for business visibility in ChatGPT, Claude, and Perplexity
Knowledge Graphs for Intelligent Marketing: How Local Businesses Can Use Structured Data to Reach More Customers
How knowledge graphs enable smarter marketing for medical clinics, law firms, and real estate agencies through AI-powered discovery and recommendation systems
E-GEO: The First Benchmark for E-Commerce Generative Engine Optimization
Analysis of the E-GEO benchmark research that introduces systematic evaluation of product visibility in generative search engines, with implications for online retail strategies
How Knowledge Graphs Fix AI Assistant Mistakes and Improve Local Business Recommendations
Why AI assistants sometimes get business information wrong, and how knowledge graphs help medical clinics, law firms, and real estate agencies get accurate representation
Wikidata: Why This Free Knowledge Base Matters for Local Business AI Visibility
How Wikidata serves as the foundation for AI assistant recommendations and why medical clinics, law firms, and real estate agencies need to be in it
GEO Over SEO: The Shift
Two studies. One conclusion. Traditional search optimization is dead. Generative engines changed everything.
GEO Over SEO: Bridging Industry Insights and Academic Research
A technical analysis comparing industry perspectives on Generative Engine Optimization from a16z with the Princeton University research, examining convergence and divergence in understanding the shift from SEO to GEO
How Knowledge Graphs Help Local Businesses Get Discovered by AI Assistants
Understanding how knowledge graph engineering creates discovery pathways for medical clinics, law firms, and real estate agencies in ChatGPT, Claude, and Perplexity
The Princeton GEO Research: A Deep Dive into Generative Engine Optimization and Its Commercial Value
A comprehensive analysis of the Princeton University GEO research paper, examining its methodology, findings, and commercial implications for businesses seeking visibility in AI-powered search systems
5 Schema.org Best Practices That Help Local Businesses Get Found by AI Assistants
Research-backed strategies for medical clinics, law firms, and real estate agencies to improve AI visibility through structured data markup that makes businesses discoverable by ChatGPT, Claude, and Perplexity
Structured Knowledge Graphs: Advancing Legal Firm Discoverability in AI-Powered Legal Search
How legal firms can leverage structured knowledge graphs to enhance discoverability and information accuracy in AI-powered legal search systems, based on research on unifying LLMs and knowledge graphs
Structured Knowledge Graphs: Enhancing Medical Clinic Discoverability in AI Healthcare Search
How medical clinics can leverage structured knowledge graphs to improve patient discovery and information accuracy in AI-powered healthcare search systems, based on research unifying LLMs and knowledge graphs
Structured Knowledge Graphs: Transforming Property Discovery in the Age of AI
How real estate agencies can leverage structured knowledge graphs to enhance property discoverability in AI-powered search systems, based on research on unifying large language models and knowledge graphs
Engineering Knowledge Graphs for LLM Semantics: A Technical Deep Dive
How structured knowledge graphs influence LLM reasoning and semantic understanding, with technical analysis of graph engineering strategies for AI model optimization
Generative Engine Optimization: Revolutionizing Real Estate Visibility in the AI Era
How real estate agencies and individual properties can leverage GEO research to improve visibility in AI-powered search engines, with special focus on knowledge graph presence for listings
Generative Engine Optimization: Transforming Medical Clinic Patient Acquisition
How medical clinics can leverage GEO research to improve visibility in AI-powered search engines and attract more patients through ChatGPT, Claude, and Perplexity
Generative Engine Optimization: A New Frontier for Law Firm Visibility
How the GEO framework from Princeton researchers can help law firms improve their visibility in AI-powered search engines like ChatGPT, Claude, and Perplexity
Generative Engine Optimization: The New SEO for Local Businesses
How the GEO research paper reveals strategies to improve your local business visibility in AI assistants like ChatGPT, Claude, and Gemini
Getting Started with AI Brand Visibility
Learn how to improve your brand's visibility across AI platforms like ChatGPT, Claude, and Gemini