All memos tagged #generative-engine-optimization

The Social-Earned-Owned Triad is a Generative Engine Optimization (GEO) frame holding that a brand wins an AI-generated answer when its owned pages, its earned industry coverage, and social...

Split Sitemap Strategy is a crawler-routing tactic that sorts a site's content into classes and gives each class its own per-bot indexing rules, so pages built for AI answer engines stay open to AI...

You are tracking which AI answers mention your brand. The number moves, and nobody can tell you whether it moved anything else — traffic, pipeline, or the searches people run next. The Challenge...

Reddit's ChatGPT citation collapse is the abrupt August 2026 fall in how often ChatGPT attributed its answers to Reddit — from a stable share of roughly 3.8 percent of all tracked citations to under...

Why Reddit Dominates as an AI Source — Reddit is the most structurally important user-generated content platform for AI, not because of what AI cites but because of what AI ingests. Google pays...

The sentiment-divergence test is a proposed method for measuring whether AI systems still reproduce community consensus, by querying categories where community opinion and official framing visibly...

Citation share measures how often a domain appears as an attributed source in AI-generated answers. It is a proxy for influence over those answers, not a measurement of it. The gap between the two is...

UGC deprioritization is the ongoing reduction in how much User Generated Content major AI systems surface and attribute in their answers, affecting social platforms broadly rather than any single...

Learning source, trust source, and culture source name three distinct roles a body of content can play for an Large Language Model (LLM): teaching it how people talk, giving it something to cite, and...

Generative engine optimization (GEO) is a novel paradigm introduced to improve the visibility of content within generative search engine responses. As Large Language Model (LLM)s increasingly power...

LLMs are like teenagers — they anchor to one or two high-authority sources and extrapolate confident, sweeping conclusions about a subject from them. The comparison describes how Large Language...

Your positions haven't moved. Your organic traffic has. The gap between those two lines is where your buyers went — they're getting answers before the click ever happens. The Challenge Discovery...

This Is Not a Permanent State. Models Change. describes how brand-site citation share in ChatGPT responses shifts significantly across model versions, and why building for long-term credibility...

ChatGPT Cross-Checks Your Site Against Your Reviews describes the behavior by which ChatGPT reads a brand's owned site alongside external review sources in the same prompt and compares the two...

Who Actually Gets Cited in the Answer refers to the distribution of citation share across source types in ChatGPT responses, revealing a significant gap between brand-direct and open-ended query...

ChatGPT Query Phase Flow is a multi-stage web search sequence ChatGPT runs when answering questions with search enabled, where each call serves a distinct function and draws from a different...

Reddit's Data Licensing Deals are commercial agreements that give AI providers direct access to Reddit's full content archive for model training. As of mid-2026, Reddit has confirmed licensing...

Reddit as a GEO Channel is the practice of using Reddit presence — organic participation, strategic posting, and community engagement — to shape how AI systems answer questions about your brand, your...

Branding in Public is the strategic practice of using earned media, third-party coverage, and public relations as the primary infrastructure for building digital authority — shaping not just human...

How Reddit Discourse Shapes AI Outputs — AI models don't just cite Reddit. They learn how to think from it. Through Data Licensing Deals worth $130M+ annually, Google and OpenAI ingest Reddit's full...