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Nonprofit Solutions AIMission-first AI field lab

Nonprofit AI field kit

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Human review matrix

AI may draft, summarize, classify, translate, or suggest material that a person will use.

Intended output

A written division between allowed assistance, mandatory review, decision authority, and stop conditions.

  1. 01

    Name the allowed AI role with a narrow verb and state prohibited decisions.

  2. 02

    Assign an accountable reviewer with time, context, authority, and a fallback.

  3. 03

    Write a rubric for factual support, omissions, tone, access, bias, policy, and prohibited content.

  4. 04

    Set abstain, escalation, incident, correction, and suspension paths.

Monthly field note

Monthly field notes

One email a month from the field lab on mission fit, data boundaries, human review, and bounded AI pilots. Every guide and kit stays open without signing up.
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