Leveraged AI to analyze open-ended student feedback and drive contract renewals
Top 10
reasons students value the inventory
50K+
open answers analyzed
Quarterly
refresh, to keep cost low
Using AI to analyze students' open-ended responses and surface the recurring themes — showing leadership, in students' own words, why they value taking the assessment.
01 · Context
Partners struggled to explain to their own leadership why the assessment was worth paying for.
- Directors and VPs approve the budget, but rarely see the assessment themselves.
- Institutional budgets are tight, so every renewal needs a reason someone can defend out loud.
- Our partnership team had plenty of usage numbers and no evidence of what students actually got out of it.