The AI Governance Gap That Puts Financial Aid Offices at Risk

financial aid AI governance policy

Most institutional AI policies were not written for financial aid

Your institution almost certainly has an AI policy covering faculty research, academic integrity, and broad data privacy. What it almost certainly does not cover is what happens when an AI tool tells a student about their loan options, FAFSA status, or aid eligibility in a compliance environment governed by FERPA, IRS Publication 1075, and Title IV.

NASFAA’s May 2026 review of institutional AI policies, the first systematic assessment of how higher education institutions are governing AI in financial aid contexts, found this is not a hypothetical gap. It reflects the reality many institutions face as they begin introducing AI into student-facing workflows.

41%

of submitted institutional AI policies are formally adopted governance documents. The rest are informal guidance, draft frameworks, or adapted versions of broader campus technology policies.

Source: NASFAA, Findings from a Review of Institutional AI Policies, May 2026

Why this matters to students

Most governance discussions focus on institutional risk. Students experience the consequences first.

A student receives incorrect information about aid eligibility. A family misunderstands loan options. A verification requirement is explained incorrectly. A question that should have been escalated to a counselor never reaches one.

These aren’t governance failures in theory. They’re moments that directly affect enrollment decisions, student confidence, and access to higher education.

What formal governance actually gives you

A formal AI policy does more than document intent. It establishes accountability, defines review processes, clarifies ownership, and creates a framework for responsible use. When AI becomes part of student-facing communication, those guardrails matter.

When students rely on AI for financial aid guidance, accuracy matters. Incorrect information about loan eligibility, FAFSA requirements, or institutional policies can create confusion, delay decisions, and increase pressure on already stretched staff teams.That’s why governance isn’t simply an IT concern.

It’s a student experience concern.

NASFAA’s review found that even among the 41% with formally adopted policies, almost none addressed financial aid’s specific regulatory context:

  • FERPA: AI tools accessing or communicating student financial aid data must be evaluated against FERPA’s access and disclosure requirements, a standard most general campus AI policies do not contemplate.
  • OBBBA compliance: The One Big Beautiful Bill Act restructured federal loan programs. Any AI tool describing loan options, Pell eligibility, or borrowing limits must reflect current law. Most general campus AI policies have no provision for regulatory currency.
  • Professional judgment: Financial aid involves determinations requiring professional judgment under Title IV. Policies must specify what AI can and cannot substitute for, and what escalation looks like when a student’s question exceeds what the tool should answer.

The shadow adoption problem compounds the governance gap

NASFAA’s survey found 37% of financial aid professionals using AI tools not formally provided or approved by their institution. Among directors, that figure is 49%.

The survey and policy review together describe the same dynamic: AI is already in financial aid workflows, formal governance is largely absent, and the staff most likely using unapproved tools are senior professionals with the most access to sensitive student data and the most consequential decision-making authority.

This is not a criticism of professionals making reasonable decisions in resource-constrained environments. It is a description of an institutional governance gap that creates real compliance exposure, one the 59% of institutions without formally adopted AI policies are not equipped to manage.

The survey suggests many professionals are already experimenting with AI to save time and improve service.

That’s understandable.

The challenge is ensuring institutions provide the guidance, policies, and safeguards

needed to support that adoption responsibly.

Ivy & Ocelot: Supporting students without sacrificing accountability

Financial aid teams need more than an AI tool. They need a way to give students faster answers, reduce repetitive inquiries, and maintain confidence that information is accurate and current.

That requires governance. But it also requires a platform designed around the realities of student engagement. Ivy & Ocelot from Gravyty was built to meet those needs.

Ivy & Ocelot’s professionally maintained Financial Aid content pack is updated by Gravyty’s content team with every significant regulatory change: it is OBBBA-current. This includes Financial Aid TV (FATV) video content for self-serve portals. Lean teams do not carry the regulatory monitoring burden. Gravyty does.

The institution-specific layer, policies, procedures, and escalation rules, is fully controlled by your financial aid team and updated in real time without vendor involvement. Every student interaction is logged in a complete, reviewable audit trail. Escalation to human staff is configurable by your team.

Ivy & Ocelot’s 24/7 support across chat, SMS, email, and voice in 106+ languages is designed for the gap between office hours and the moment a student needs an answer. It handles high-volume repeatable questions, FAFSA status, award letter clarity, deadline reminders, so staff capacity goes to cases that need a human. That is yield protection through better information, not just technology adoption.

The accountability framework is part of the product, not a post-deployment configuration. For institutions looking to deploy AI that can withstand the scrutiny NASFAA’s policy review calls for, Ivy & Ocelot is the trusted approach.

The goal isn’t more governance

The goal isn’t to create more policies. It’s to give students timely, accurate support while giving staff confidence in the systems they’re using.

Governance matters because trust matters. And trust matters because students depend on getting the right information at the right time.


We will be at NASFAA. Talk to us in-person.

Let’s talk about what responsible AI looks like in a financial aid environment and how institutions are balancing student support, compliance, and staff capacity.

Not attending? Book a meeting virtually.