Evaluating Language Models for Public-Sector Deployment: A Practical Guide
Fatima Noor, Hamza Qureshi, Sana Malik
PIOAI Policy Report 2026-01
Abstract
A guide for government teams procuring or building LLM-based services: what to evaluate, how to construct evaluation sets from real casework, how to red-team, and what to require from vendors. Includes templates adopted by two provincial departments.
Cite
Fatima Noor, Hamza Qureshi, Sana Malik (2026). Evaluating Language Models for Public-Sector Deployment: A Practical Guide. PIOAI Policy Report 2026-01.