Run AI-native research and teaching without losing accreditation or funding.
Tokto is the AI accountability infrastructure underneath every department, every grant, every classroom, and every administrative system — the foundation that lets the institution run AI without losing accreditation, federal funding, or a research IP claim.
A FERPA violation through a vendor AI tool lands on the local news. The DOE asks for an institution-wide AI review. The accreditor asks for a record. The board of trustees calls. There isn't a record to produce.
What you get with Tokto
- Every AI capability the institution ships across academics, research, athletics, and admin, governed and recorded.
- A single system of record that OCR, the DOE, the IRB, the funding agency, the accreditor, and the board read against the same evidence.
- Policy applied at the prompt across every faculty co-pilot, every research model, every vendor AI inside the LMS.
- AI advantage at the speed of the institution, with the audit trail the institution cannot afford to be without.
How it works
Tokto is the AI operating foundation of the institution. Every co-pilot, every research model, every vendor AI inside the LMS or SIS is supervised at the moment of output. The record is enterprise-owned, immutable, and queryable by department, by grant, by study. The higher the institution's AI ambitions go, the deeper this foundation has to be.
When the institution wants AI-native research without losing federal funding, when the institution wants AI-native teaching without a FERPA inquiry, when the institution wants the board confidence to invest, the answer is one supervised control plane. The president ships the AI strategy; the institution sleeps better.
What goes wrong without it
- A FERPA violation hits a national outlet. Enrollment softens for two cycles.
- Federal funding clawback on a restricted-research leak. The flagship research program is set back two years.
- An accreditation review flags AI governance. The institution operates under a corrective plan for a year.
- The board of trustees freezes investment after two quarters of unaccounted AI spend. AI-native peer institutions pull ahead.
Educause research finds 94% of higher education employees now use AI tools for work, but only 54% are aware of their institution's AI policy and 56% use AI tools the institution did not provide. Self-hosted education AI platform misconfigurations have exposed tens of thousands of student records per breach; over 1.8 million U.S. students have had education data exposed since 2020. Student PII flowing into unsanctioned tools sits squarely inside FERPA and COPPA exposure with no institutional record of consent or use limit.
See how Tokto makes enterprise AI visible, governed, and accountable for CEO & Board in Universities & Higher Education.
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