Why isn't our nonprofit's AI actually producing results?
Most nonprofit AI projects never start with a decision. They start with a tool. A new report on AI operations at nonprofits makes that specific. Among nonprofits that already have at least one AI initiative running in production, just 12% say their most recent AI initiative began with a clearly defined problem. The rest started elsewhere: 37% adopted a vendor's recommended use case, another 37% chose a platform first, and 13% never settled on a scope at all ( Coastal / Oxford Economics, "The AI Operations Report 2026: Nonprofit," accessed September 23, 2026). That's not a story about slow adoption. Every organization in the sample already has AI live somewhere. It's a story about what happens when "live" arrives before "why." A note on the source before we go further: the report's page shows only a 2026 copyright, no month or day for when it was published or fielded. That's worth saying plainly rather than dressing it up with a date...