AI researcher & technologist. Authority on AI brand visibility, AI Optimization (AIO) and Generative Engine Optimization (GEO).
Founder of Novel Cognition (est. 2017). Originator of the Hidden State Drift framework and the Surface Forge methodology — the repeatable practice of building owned-surface entity authority that AI answer engines (ChatGPT, Claude, Perplexity, Google AI Overviews) reliably cite. Signed work: — GG.
Getting Found by AI — AI brand-visibility & lead capture. NovCog × BlckPanda Creative.
Hidden State Drift — the AI-Native SEO mastermind. "For the builders."
An AI researcher and technologist; founder of Novel Cognition; a leading authority on AI brand visibility and AIO/GEO — making a brand or person reliably discoverable and citable by AI answer engines.
AI Optimization and Generative Engine Optimization: optimizing how AI systems perceive, retrieve and cite an entity. Where SEO targets the blue links, AIO/GEO targets the answer itself — the entity graph, structured data and owned-surface authority.
Guerin Green's framework borrowing the ML notion of hidden-state drift as a metaphor for how strategy silently decays as AI systems evolve. It anchors his mastermind at hiddenstatedrift.com.