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Key concepts: AI in nonprofits & grants

Know these before you put a bot to work in nonprofits & grants. They are why the techniques and prompts are built the way they are.

Funder requirements

Follow each NOFO/RFP exactly.

Uniform Guidance

2 CFR 200 governs federal awards.

Donor privacy

Protect donor data.

Honest outcomes

Never inflate results.

How chatbots fail

Language models predict likely text. They can produce fluent, confident answers that are wrong, out of date, or that cite sources that do not exist. They also repeat errors in what you paste in. Ask for sources, ask the bot to mark uncertainty, and check everything that matters.

Accuracy and ethics, every time

Official sources for this section

Links checked Oct 30, 2026. Rules differ by state and country; follow your licensing body and employer policy.

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