GEO & LLM Visibility Resources
Practical guides for making your brand visible inside AI search. Free to download, no gate.
Quick Answer
These resources are free, downloadable guides from Vibe Marketing on Generative Engine Optimization (GEO): a strategy manifesto, an LLM visibility audit checklist, and a brand repositioning playbook. Each explains a method for earning citations and accurate brand framing inside ChatGPT, Perplexity, and Gemini answers — practical references, not software products or completed client case studies.
The 2026 GEO Manifesto
Our position paper on Generative Engine Optimization: why brand visibility now depends on being cited inside ChatGPT, Perplexity and Gemini answers rather than ranking a page. It breaks down three practical pillars — entity validation, RAG-ready content, and consistent brand framing — and closes with a starter action plan you can run this quarter.
The LLM Visibility Checklist
A structured reference for auditing how large language models actually describe your brand. It walks through the signals worth tracking — model sentiment, key associations, model-by-model differences, and competitor benchmarking — and how to interpret each when you probe ChatGPT, Claude and Gemini directly. A framework for monitoring, not a software product.
Brand Repositioning: A GEO Playbook
A step-by-step walkthrough of how we shift a brand's narrative inside LLMs — for example, moving an entity from “legacy” to “innovator” — using semantic content strategy, entity disambiguation, and knowledge-graph structuring. Built around an anonymized, illustrative scenario to show the method; it is not a claim of specific client results.