Publications

Research

Analysis and frameworks on where AI/ML infrastructure creates outsized impact for civil society organizations. How we evaluate fit, score opportunities, and identify the builds that matter.

Scoring AI/ML Fit Across 178 Civil Society Organizations

A weighted framework for evaluating where fractional AI/ML engineering creates outsized value in mission-driven organizations — methodology, findings, and implications.

MethodologyScoring FrameworkAI/MLNonprofit Tech

Feb 8, 2025

More research coming soon

We're publishing additional analysis on the nonprofit tech landscape, domain-specific AI/ML applications, and engagement patterns from our first cohort of projects.