Civic AI and community services
Applied AI workflows for intake, routing, public information, service navigation, and local government support.
Programs
Initiatives for practical AI in public-interest settings.
GoodSam organizes its work into focus areas where human oversight, evidence, and implementation discipline matter as much as the model itself.
Environmental stewardship
AI-supported work for water, land, resilience, conservation, and environmental monitoring.
Education and workforce
Programs that help learners and institutions use AI as a practical aid while keeping judgment and accountability human.
Responsible AI evaluation
Frameworks for checking whether AI systems are auditable, explainable, useful, and appropriate for their setting.