The Science of Generative Engine Optimization
In-depth technical blueprints, crawler forensics, and empirical benchmarks on how ChatGPT Search, Perplexity AI, and Google Gemini ingest, verify, and cite websites.
The 3 Pillars of Generative Engine Optimization (GEO): Why ChatGPT is Handing Your Best Customers to Your Competitors
You rank #1 on Google. Your SEO agency sends green reports. Yet high-value clients are quietly disappearing. Here is the true story of the 'Silent Bleed' in local search, and how the 3 Gates of AI decide who wins and who goes extinct.
WAF bot rejection, the robots.txt fallacy, and client-side hydration tax.
Knowledge graph entities, JSON-LD schemas, and cross-directory consensus.
Princeton KDD +37% statistics boost and inverted pyramid chunking.
Scrutor Research Team
AI Search & Knowledge Retrieval Group
Benchmark Your Website Against the 3 Gates
Does your website pass Gate 1 (WAF / Access), Gate 2 (Schema Graph), and Gate 3 (Model Citation)? Run a live, instant audit in 30 seconds.