Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work

Anton Abilov, Ke Zhang, Hemank Lamba, Elizabeth M. Olson, Joel R. Tetreault +1 more
7/21/2025
cs.CLcs.AIcs.SI

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Abstract

Publications in the AI for Good space have tended to focus on the research and model development that can support high-impact applications. However, very few AI for Good papers discuss the process of deploying and collaborating with the partner organization, and the resulting real-world impact. In this work, we share details about the close collaboration with a humanitarian-to-humanitarian (H2H) organization and how to not only deploy the AI model in a resource-constrained environment, but also how to maintain it for continuous performance updates, and share key takeaways for practitioners.

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Cite this paper

@article{abilov2025operationalizing,
  title  = {Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work},
  author = {Anton Abilov and Ke Zhang and Hemank Lamba and Elizabeth M. Olson and Joel R. Tetreault and Alejandro Jaimes},
  year   = {2025},
  eprint = {2507.15823},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2507.15823v1}
}

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