A University Achieved FERPA Compliance for AI Student Services
A state university system with 65,000 students across 4 campuses. AI agents handle enrollment processing, academic advising, grading assistance, financial aid calculations, and student support chatbots. Subject to FERPA regulations for student data protection.
The Challenge
What they were facing
8
AI agents accessing student education records without FERPA-compliant logging
$2.8M
potential FERPA fine exposure from inadequate access controls
65K
student records with no governance over AI access patterns
How it works
See the difference
Student asks AI advisor about aid
"What financial aid am I eligible for?"
AI accesses full student record
GPA, enrollment, financial data, disciplinary records
Oversharing in response
AI references disciplinary record in aid context
No FERPA-compliant log
Cannot demonstrate legitimate educational interest
The Solution
What they deployed
- Installed Education Operations domain pack with FERPA-specific intent classifications
- Configured scope-limited authority tokens: each query only accesses relevant record categories
- FERPA legitimate educational interest documentation generated automatically
- Student consent tracking integrated with Intended authorization chain
- Quarterly FERPA compliance reports generated automatically for each campus
Implementation
From zero to governed
Week 1
Assess
Mapped all 8 AI agents and their student data access patterns. Identified 12 access categories subject to FERPA.
Week 2
Configure
Installed Education Ops domain pack. Defined scope rules per intent: advising gets academic records, financial aid gets financial records.
Week 3
Deploy
Rolled out across all 4 campuses. Connected SIS, LMS, financial aid, and student support systems.
Week 4
Validate
FERPA compliance officer verified access controls. Generated first automated compliance report.
Results
Measurable impact
0%
FERPA-compliant AI access
Across all 4 campuses
0
Unauthorized data access
AI agents properly scoped
0K
Student records protected
With tamper-proof audit trails
$0.0M
Fine exposure eliminated
Decision Replay
Real decisions, full trace
edu.student.financial-aid-queryRISK: 18/100ALLOW22msAI advisor looks up financial aid eligibility for student ID: STU-48291
Resolved by: Policy: student-initiated query, financial scope only
edu.student.grade-accessRISK: 24/100ALLOW18msAI grading assistant accesses current semester grades for STU-48291
Resolved by: Policy: academic scope, legitimate educational interest
edu.student.bulk-record-exportRISK: 85/100ESCALATE28msAI analytics agent requests bulk export of all student GPA data for reporting
Resolved by: Registrar (approved de-identified export only, in 22m)
edu.student.disciplinary-accessRISK: 92/100DENY14msAI chatbot attempts to access disciplinary records during enrollment query
Resolved by: Policy: disciplinary records not in scope for enrollment intent
“FERPA compliance for AI is not just about logging access -- it is about proving that every AI interaction only touched the specific records it was authorized to see. Intended scope-limited tokens gave us exactly that.”
Chief Information Officer, State University System
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