Published on: October 25, 2025
This report delivers a human‑rights‑centred, comparative audit of how automated recommendation‑making tools are shaping immigration decisions in three major democracies, exposing systemic bias, opacity, and accountability deficits, and offering a concrete roadmap—particularly for the UK—to embed ethical safeguards, transparency, and robust oversight into any future deployment of such tools.
