Output / Publication

AI Adoption Across Mission-Driven Organizations

by Dalia Yousif Ali, Muneeb​ Ahmed​, Arfa Khan, Hailan Wang, SUNNIE S. Y. KIM, Meet Muchhala, Anne Merkle, Orestis Papakyriakopoulos
05. Aug 2025

Exploring how mission-driven organizations are engaging with AI—from real-world applications to ethical dilemmas and governance questions.

White Paper

Harnessing AI for Mission-Driven Impact

Mission-driven organizations, from conservation groups to humanitarian agencies, are increasingly exploring the potential of AI to amplify their impact. AI is already being applied across communication, operations, research, and field delivery, driving efficiency, access, and trust.

However, many organizations face persistent challenges: a gap between personal AI use and strategic adoption, leadership skepticism, ethical dilemmas, fragmented data, and over-reliance on large tech providers. These issues hinder meaningful AI integration aligned with mission values.

The white paper provides two sets of actionable recommendations:

  1. Sector-wide recommendations drawn from analysis of use cases, challenges, and future outlooks. These cover building resilient data infrastructure, strengthening governance, bridging the knowledge-action gap, taking control of AI systems, and future-proofing AI.
  2. Practitioner-informed recommendations reflecting priorities voiced by staff on the ground. These capture what teams need to make AI work in real-world settings, including AI literacy loops, human-AI collaboration, oversight protocols, and cross-sector partnerships.

Together, these recommendations provide actionable steps, from executive AI labs to peer-led training and embedded guidance tools, that empower organizations to integrate AI purposefully while staying true to their mission and values.

Authors

Dalia Yousif Ali

Muneeb​ Ahmed​

Research Scientist​

Arfa Khan

graduate assistant

Hailan Wang

SUNNIE S. Y. KIM

Meet Muchhala

Anne Merkle

Orestis Papakyriakopoulos

Lab PI civic machines lab