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AI for Nonprofits & Foundations

17 ready-to-build AI use cases for nonprofits & foundations teams, each built and tested on sample data. Open any kit to see how it was measured and where it fails.

Measured on sample data, not asserted. Every number lives on the kit’s own board.
17use casesfor Nonprofits & Foundations
4kinds of jobthe bars below
1,025sample documentsin these kits’ data
1,729test casesgraded by code
86failures namedcase by case

What these kits do

Pick a job to narrow the tiles below.

Where they slip, and where to watch

Across 86 named failures

  • Applied the wrong rule · 32%
  • Added or dropped an item · 28%
  • Cited the wrong source · 15%

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All 17 kits

Nonprofits & FoundationsUC0058Turn a donor gift file into a fund worksheet50 donor files measuredNonprofits & FoundationsUC0121Catch unsupported figures in a nonprofit's tax return120 drafted schedules measuredNonprofits & FoundationsUC0154Check a donor's file before you release restricted funds216 fund documentation files measuredNonprofits & FoundationsUC0174Decide which expenses actually release a donor's restriction282 restriction release packs measuredNonprofits & FoundationsUC0178Check a nonprofit's expense split before it's approved45 functional allocation packs measuredNonprofits & FoundationsUC0271Check a donor's pledge before sending a reminder66 pledge reconciliation packs measuredNonprofits & FoundationsUC0303Catch lobbying costs hidden in a coalition's member mailings64 activity records measuredNonprofits & FoundationsUC0332Check a foundation's award letter against the board's vote60 drafted grant award packets measuredNonprofits & FoundationsUC0373Catch what changed between a proposal and its report60 proposal/report pairs measuredNonprofits & FoundationsUC0408Check what authorizes a foundation's interfund transfer64 interfund transfers measuredNonprofits & FoundationsUC0420Check a grant application against the funder's checklist320 screen packets measuredNonprofits & FoundationsUC0459Check each auditor request against a nonprofit's books63 request-list items measuredNonprofits & FoundationsUC0492Draft thank-you letters for a conservancy's gifts64 gift acknowledgment request packets measuredNonprofits & FoundationsUC0516Check if a grant recipient's reply really fixes each finding64 finding-response files measuredNonprofits & FoundationsUC0552Route a charity's incoming gifts by the donor's own note63 gift records measuredNonprofits & FoundationsUC0582Check a charity's beneficiary story against the person's own consent64 story uses measuredNonprofits & FoundationsUC0603Draft a foundation board's minutes from the secretary's notes64 agenda items measured

Rebuilt from the kit files at every deploy · last deploy before this build: 18 Oct 2026