Prosperity 2030 UCL · IGP Prosperity 2030

AI Usage

Article

The Prosperity 2030 programme in this report is the original product of the author. The ideas, structures, interdependencies, and designs are the product solely of the author.

Individual texts are marked as follows:

  • Author: written by the author
    • Unmarked text is written by the author
  • Assisted: written in collaboration with AI

If text is not marked, is written by the author.

The Appendices are substantially outputs at the conclusion of research activities with AI support. The Claude Opus (4.6-4.8) AI models have been used to research background data and develop models to support budgets and distributional impacts of individual policies using directions, instructions, and prompts from the author. All AI inputs, models, and outputs have been reviewed by the author.

The propserity2030.uk website is built in collaboration with Claude and uses the Astro framework.

The website includes an Ask page that allows natural language query of only the report’s contents, results generated using the Anthropic API, Sonnet model.

Published 18 May 2026