CitationMapper Atom 1 — ChatGPT (AI Visibility & Prompt Competition Dataset)
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CitationMapper is an experimental tool designed to measure AI visibility and prompt competition across large language models (LLMs) such as ChatGPT, Gemini, and Claude. This dataset documents Atom 1 – ChatGPT, including supporting materials (README, OVERVIEW, PROCESS, ROADMAP) and media (logo, screenshots, explainer video). The dataset provides: Structured documentation of how prompts are tested. Supporting diagrams and process explanations. Initial pilot data for visibility testing under the AIVO Standard™ framework. Purpose:To test whether a new website (CitationMapper.org) can be seeded into LLM answers through structured publishing, and whether UTM tracking + GA4 can attribute traffic from ChatGPT queries. This release forms part of the AIVO Mesh Lab pilot study.



