Insights on AI Visibility
Working notes on GEO, AI crawler behavior, attribution, and the product decisions behind CitationGraph.
What is Generative Engine Optimization?
GEO is the new frontier of search. Learn how it differs from traditional SEO and why brands need to optimize for AI citations, not just rankings.
The 7-Layer AI Classifier: A Technical Deep Dive
How we built a deterministic, zero-false-positive bot classification engine that identifies 47+ AI crawlers without machine learning.
SAAI v2.0: Attributing E-Commerce Revenue to AI
Introducing Share of AI-Attributed Income — a 4-dimensional model that connects AI visibility to actual product-level revenue.
Why Every Website Needs an llms.txt File
The emerging llms.txt standard helps AI engines understand your site. Here's how to create one and what to include for maximum citation potential.
How ChatGPT vs Perplexity Cite Brands Differently
We analyzed 10,000+ AI responses across both platforms. The citation patterns are shockingly different — and your strategy needs to adapt.
Server-Side Analytics Without Cookies: The Privacy-First Approach
How CitationGraph achieves full analytics fidelity with zero cookies, zero client-side JS, and full GDPR compliance out of the box.
CitationGraph vs GA4 vs Ahrefs: Who Tracks AI Visibility?
GA4 tracks sessions. Ahrefs tracks backlinks. Neither tracks whether an AI engine cites your brand. Here is where CitationGraph fits.