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

CitationMapper Atom 1 – ChatGPT is part of the AIVO Mesh Lab pilot study. It provides structured documentation, process flows, and reference media to track AI visibility and prompt competition inside Gemini. 

The dataset includes:- README (overview of the tool and methodology)  - PROCESS (step-by-step workflow for prompt testing, entity extraction, competition scoring, and dashboard storage)  - ROADMAP (future development phases for CitationMapper)  - Supporting media (logo, homepage screenshot, process flow diagram, explainer video)

Purpose:This atom tests whether structured publishing and UTM tracking can make a new entity (CitationMapper.org) discoverable in Gemini answers, and attributes resulting traffic via GA4.

Publisher: AIVO Standard™ – AIVO Mesh LabLicense: CC-BY-4.0