Alumni propensity
Find graduates most likely to respond this term.
AI signals for education
Affinity, ability, and timing — for every alum
Models leverage class year, engagement, and giving history to guide channel and creative.
Alumni likelihood
Rank prospects by readiness to give.
Personalized ask
Predict the most likely accepted amount.
Channel fit
Mail vs. digital recommendations by cohort.
Appeal timing
Drop‑date and cadence guidance.