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Scoring donor records and routing email with Jev for nonprofits

The author considers using Jev to score millions of donor records for likelihood of responding to personal outreach and to route incoming emails to a phone call, personal reply, automated response, or spam review.

Mahesh Murthy
@mvmurthyArchived 2026.09.23Originally posted 2026.09.22
Mahesh Murthy @mvmurthyOriginally posted 2026.09.22
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The new AI model Jev by @typesafeai is all over my X timeline with some really interesting usecases. It got me thinking about nonprofit use cases of Jev. Say your CRM has 1,000, 10,000, or even a million donor records. Jev could score each record for something specific like “likely to respond to personal outreach.” Then it's easy to just rank those scores and give your fundraising team 10 people worth looking at today. At TypeSafe’s published price of $0.042 per million input tokens, this could be cheap enough to run every day instead of doing one big segmentation exercise every few months. Another example: Someone emails asking about a program. Jev could score whether the message probably needs: - a phone call - a personal email - an automated reply - spam review And it would use relevant context from your CRM when producing those probabilities. For ranking and routing work with clear rules and a human override, I think there are a lot of possibilities here. Still thinking this through.

x.com/mvmurthy/status/2102156055983902796Archived 2026.09.23 10:31