Why ChatGPT Doesn’t Know Your Brand Yet
Three signal gaps that quietly keep enterprise brands out of conversational answers.
Read moreA working library for the marketing leaders building the next era of brand visibility.
Generative Engine Optimization — the discipline of improving how AI assistants perceive, cite, and recommend a brand.
The percentage of category-relevant AI responses in which your brand is mentioned vs. competitors.
How often AI models cite your domain as a source when answering category questions.
The structured entity and relationship layer that grounds confident AI answers.
An AI assistant naming your brand in response to a buyer’s shortlist question.
How easily an LLM can parse, summarize, and cite your content correctly.
Three signal gaps that quietly keep enterprise brands out of conversational answers.
Read moreWhat replaces backlinks in the LLM era — and how to engineer it deliberately.
Read moreWhere the playbooks overlap, where they diverge, and how to run both without conflict.
Read moreWhy entity hygiene now matters more than any landing page you’ll ship this year.
Read moreDrop in a brand and we’ll show you a preview of how AI assistants are likely framing it today. Full diagnostic available via the GEO Audit.
Preview only. Full diagnostic in the GEO Audit.
One signal per week. Built for enterprise marketing leaders.