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Notes on mission-driven technology

Practical writing on AI, nonprofit operations, community, and EdTech, from the team at Collabivex.

AICommunityNonprofit tech

Aug 20, 2026 · 2 min read

How nonprofits can adopt AI without risking donor trust

A practical framework for introducing AI into nonprofit operations: where it helps, where to keep humans in the loop, and how to be transparent about it.

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Jul 2, 2026 · 1 min read

Product or custom build? Choosing a community platform for your network

How to decide between an off-the-shelf community product and a custom build, and the questions that actually predict which one will work.

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