Episode 3 Navigating the mAIZe: Donor Segmentation

So before I get into the steps, I want to be clear about what segmentation actually is, because I think that this word gets thrown around really loosely in our sector.

Segmentation is not sorting donors by giving amount.

That's the version that most CRMs already do for you, and it's not wrong, it's just a shallow approach to segmentation.

A donor who gave five thousand dollars once three years ago after a single emotional appeal is not the same as a donor who's given five hundred dollars every year for a decade.

It's the same rough total lifetime value, but a completely different relationship.

It's a completely different next move.

Real segmentation will ask, "What does this specific donor's history tell us about what they're likely to respond to right now for this specific ask?" That's a much harder question than sorting a spreadsheet by dollar amount.

And it's exactly the kind of question that AI is genuinely good at helping with because it can hold a lot more variables in mind at once than a person manually reviewing a donor list can.

The goal isn't to be clever for its own sake.

The goal is that your best, most capable donors don't get a generic form email, and your smaller, more occasional donors don't get ignored just because nobody had time to write them something personal.

Slow down at each step.