AI in student assessment
Governance and transparency assurance for AI-assisted marking and feedback systems — so institutions can demonstrate fair, auditable evaluation to students and accreditors.
Solutions / Universities & Higher Education
Govern AI in education with the trust it demands.
Universities face growing pressure to demonstrate responsible AI use — in research, in assessment, and in student-facing services — with limited governance infrastructure to prove it.
Regulatory Context
Frameworks you already know.
Higher-education institutions navigate overlapping obligations from TEQSA (Tertiary Education Quality and Standards Agency), the National Health and Medical Research Council (NHMRC) for research ethics, and the Privacy Act 1988 (Cth) for student data. Sentrify's evaluation engine maps directly to each framework's requirements.
TEQSA AI GovernanceHESF 2021NHMRC Research EthicsPrivacy Act 1988 (Cth)ISO 42001 Annex AInstitutional Ethics Framework
Use Cases
What Universities & Higher Education uses Sentrify for.
Research AI ethics
Structured ethics approval workflows for research that uses AI, with evidence capture that satisfies NHMRC and institutional review boards.
Student data AI
Governance controls for AI systems that access or analyse student records — privacy impact assessments, data-use transparency, and audit-ready documentation.
Chatbots and student services
TrustScore™ assurance for AI student support tools, including transparency notices and ongoing monitoring against drift and bias.
How Sentrify Helps
Platform capabilities for your vertical.
Automated evidence collection
Upload governance policies, ethics approvals, and privacy assessments once — Sentrify verifies completeness and links each document to the relevant control.
94-control evaluation engine
Every AI system passes through 94 automated controls mapped to TEQSA, NHMRC, and Privacy Act obligations. Results are audit-ready the moment the evaluation completes.
TrustScore reporting
A single, defensible score your governance committee can rely on — with a drill-down report that maps findings to each regulatory requirement.
Join our founding pilot cohort in Universities & Higher Education.
We're working with a small group of universities & higher education organisations on an 8-week pilot: one real AI system, the full evaluation, and a board-ready assurance report. Help shape the product and get your evidence base in place first. Start with an assessment, student-services or research AI system and produce evidence aligned to TEQSA expectations.
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Free download
AI Governance Checklist
50 checkpoints for responsible AI deployment: governance documentation, evidence requirements, control mapping and regulator-ready reporting. Built for Australian compliance contexts (ISO 42001, APRA CPS 230, TEQSA).
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TEQSA's 2026 regulatory shift is underway. Give your institution the infrastructure to lead it.