Consistent, Documented, Defensible Credit Decisions
When the same course earns different credit depending on who evaluated it, students notice, auditors notice and appeals pile up. LioraAI applies one set of rules and keeps the evidence for every decision.
What’s Getting in the Way
Evaluator-to-evaluator variance
Rules live in people’s heads and drift over time.
Missing paper trail
Appeals and audits start with “who decided this, and why?”
Equity risk
Inconsistent conversion disadvantages students from some schools.
How LioraAI Helps
- Immutable audit trail on every decision
- Versioned rules with effective dates
- Role-based access and approvals
- FERPA-aligned processing and a DPA with every contract
Frequently asked questions
Straight answers to what registrars, enrollment leaders and IT teams ask us most.
See all FAQs
For every evaluated course: the evidence reviewed, the rule or agreement applied, the AI recommendation and its confidence, and the person who approved, changed or declined it, with timestamps.
LioraAI is designed to be used in a FERPA-compliant way. EnlitEDU acts as a school official under your direct control, processes records only to deliver the service, and never re-discloses them except as you direct. A DPA governs every engagement.
Yes. Rules are versioned with effective dates, and every decision references the rule version that produced it.
Guides from the registrar’s desk
See what LioraAI does with your transcripts.
Bring a few real transcripts to a 30-minute demo. We’ll run them live against your catalog and rules, and show you the review screen and the SIS write-back.