Case Study 1 — First Verified Demonstration of Machine-Readable Data Publication for LLM Retrieval

This record documents the first publicly verified demonstration that research data can be structured, published, and timestamped in a form that large language models (LLMs) can recognise and cite.The work pioneers post-institutional data publishing — proving that individuals and small teams can achieve institutional-grade machine readability, provenance integrity, and discoverability without proprietary infrastructure.The case study includes cross-repository publication across Zenodo, Figshare, and GitHub, confirming that existing open frameworks are sufficient for LLM-ready data citation and transparent provenance.<b>Related Records:</b><br>Zenodo: https://doi.org/10.5281/zenodo.17569223<br>GitHub: https://github.com/NorthsteadAware/northsteadaware-case-study-1<br>**Website:** [https://northsteadaware.com](https://northsteadaware.com)<br>