Thought Leadership · Aprize Blog

What Is Prospect Potential?

Scoring the donors you do not yet have, by mapping the giving graph that already implies they may know you.

Matthew Fenton
Matthew Fenton
Published May 25, 2026 · 5 min read
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Prospect Potential scores the donors you do not yet have. While Cultivation Potential focuses on upgrading current relationships, Prospect Potential turns your existing network into a continuously expanding pipeline by identifying funders whose behavior strongly suggests they would support your mission, even though they have not yet.

The neighbor-of-a-neighbor problem

Most prospect research starts with a wealth screen and works downward. Aprize starts with a giving graph and works outward. If a foundation has consistently supported five of your six closest peer organizations, the question is not whether they could fund you. The question is why they have not yet, and whether the right introduction or proposal would change that.

Prospect Potential formalizes that intuition. For every funder in our universe that does not currently appear in your file, we compute a score that reflects how strongly their giving footprint overlaps with the footprints of your existing donors and your closest peer recipients. The highest-scoring prospects are the ones the network already implies you should know.

The compounding effect

The most important property of Prospect Potential is that it compounds. Every new donor you acquire becomes a new node in your giving graph, which immediately improves the donor-adjacency input on the next refresh. A high-leverage acquisition can unlock a dozen previously hidden Prospect Potential matches in the next quarterly run.

This is why Aprize delivers Prospect Potential alongside an existing-donor classification, rather than as a one-off prospect list. The two halves of the analysis sharpen each other on every cycle.

What this is not

Prospect Potential is not a list you should mail. It is a list you should research, qualify, and then approach through the warmest available path. Veteran prospect-research practitioners — see Melissa Bank Stepno of the Helen Brown Group on the limits of wealth screening alone — consistently emphasize that institutional and high-capacity funders respond poorly to broadcast outreach and well to introductions that demonstrate genuine fit. Prospect Potential gives you the fit half of that equation. Your network gives you the introduction.

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