Student-success intelligence · bounded AI
Ask your student data
anything. Trust every answer.
University Clarity turns plain-English questions into trusted student-success metrics — drawn from a governed catalog, never improvised SQL. Every number is reproducible, explained, and auditable.
For provosts, registrars & institutional-research teams.
You

University Clarity
Your warehouse
A few things people ask
Every department tells a different story
Illustrative demo data — not a real institution.
First-year retentionhigher is better
| Department | First-year retention | Gateway-course DFW rate | 4-year graduation rate |
|---|---|---|---|
| Nursing | 91% | 8% | 72% |
| Engineering | 84% | 24% | 51% |
| Business | 87% | 12% | 68% |
| Biology | 78% | 19% | 58% |
| Psychology | 82% | 14% | 63% |
| History | 74% | 10% | 66% |
Plain English in, governed metrics out
Ask like you'd ask a colleague. The assistant maps your question to a vetted metric from the catalog — and asks a clarifying question instead of guessing when intent is ambiguous.
It never invents SQL
Answers compile from a typed catalog through strict validation. No free-form query the model dreamed up ever touches your warehouse — so a wrong number from a hallucinated join simply can't happen.
Every answer is auditable
See the exact metric definition and the compiled query behind each result. Every question is logged — who asked, what ran, and when — so trust is verifiable, not assumed.