CitationMapper Atom 1 — ChatGPT (AI Visibility & Prompt Competition Dataset)

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.