The Supply Chain is a Circle: AI, Privacy, and People

35 Pages Posted: 16 Apr 2026 Last revised: 17 Jun 2026

See all articles by Alicia Solow-Niederman

Alicia Solow-Niederman

George Washington University - Law School

Date Written: July 25, 2025

Abstract

Artificial Intelligence (AI) governance underscores the AI “supply chain” and the “many hands” involved in the creation of AI systems. Although invaluable, this production-centered approach risks overlooking what happens when people use AI tools. That’s a mistake, because user interactions determine the real-world impact of AI.

This Essay contends that regulating AI and holding the appropriate actors responsible requires far more attention to what happens after deployment of an AI system. The supply chain is an invaluable start, but it’s not a linear chain. Rather, it is a circle that must incorporate users’ engagement with AI tools as part of post-deployment feedback. To do so, we must distinguish among different categories of challenges that occur as people engage with AI tools. Focusing on information privacy as a concrete example, I identify three types of challenges that arise in, out of, and via generative AI systems. Each type requires a different kind of policy response. Unless we account for the contextual ways that humans interact with AI systems on the ground, it is users who will bear the cost of harms, and our regulatory interventions will remain incomplete at best and pernicious at worst.

Keywords: Law and Technology, AI Governance, Information Privacy Law, Regulation

Suggested Citation

Solow-Niederman, Alicia, The Supply Chain is a Circle: AI, Privacy, and People (July 25, 2025). 101 Notre Dame L. Rev. Reflection 29 (2026), GWU Legal Studies Research Paper No. 2025-45, GWU Law School Public Law Research Paper No. 2025-45, Available at SSRN: https://ssrn.com/abstract=5366605 or http://dx.doi.org/10.2139/ssrn.5366605

Alicia Solow-Niederman (Contact Author)

George Washington University - Law School ( email )

Do you have a job opening that you would like to promote on SSRN?

Paper statistics

Downloads
305
Abstract Views
1,046
Rank
267,252
PlumX Metrics