AI for Altruism

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AI for Altruism

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Evidence-informed AI for global resilience

AI for Altruism (A4A) is a nonprofit research and deployment group building reliable AI systems grounded in evidence, domain expertise, and real-world constraints.

We research and build tools that earn trust through evidence

Decision intelligence

Preservation workflows

Decision intelligence

Methods and prototypes that quantify uncertainty and support operational decisions in high-stakes settings.

Evaluation standards

Preservation workflows

Decision intelligence

Evaluation plans and governance templates with human-in-the-loop safeguards for high-trust environments.

Preservation workflows

Preservation workflows

Preservation workflows

Oral history, archives, and low-density language workflows that prioritize stewardship and responsible access.

How we work

Research and evaluation

Open, verifiable outputs

Research and evaluation

We develop methods that incorporate domain reality, quantify uncertainty, and define success metrics tied to real decisions.

Decision support tools

Open, verifiable outputs

Research and evaluation

We translate research into practical prototypes and workflows designed for real constraints and real users.

Open, verifiable outputs

Open, verifiable outputs

Open, verifiable outputs

We publish technical briefs with sources and methods, and share code and artifacts when feasible.

Evidence and outputs

We build credibility through work that can be reviewed and reproduced. We publish briefs and technical notes with sources, methods, and limitations. We share code and artifacts when feasible. We also pursue peer-reviewed conference and journal publications when projects warrant it.

Sponsor rigorous, evidence-informed AI for global resilience

Support projects with clear deliverables, defined success metrics, and transparent reporting.

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AI for Altruism (A4A) is a 501(c)(3) nonprofit organization.  

Copyright © 2026 AI for Altruism, Inc. - All Rights Reserved.

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