Parts of this website and its policy materials were developed using ChatGPT (GPT-4-turbo) by OpenAI and Firefly by Adobe Inc., under the direct supervision of human authors. AI tools assisted with drafting, editing, and simplifying complex policy concepts, but all content was fact-checked, refined, and approved by subject-matter experts.

We do not use AI to generate original research or data. All citations and policy proposals are grounded in peer-reviewed sources, real-world case studies, and public data. We use AI ethically and transparently—to accelerate insight, not replace it.

📘 Final responsibility for all claims and recommendations rests with the human team behind The Prosperity Loop.