SUNY audit identifies historical control gaps; later policy adoption does not yet demonstrate remediation

Engage campus CIOs, application owners, internal audit, procurement and privacy teams around incomplete visibility into existing software capabilities. Ask how embedded AI is identified, why a use case is excluded from review, and what evidence supports supplier assurances. A bounded engagement could reconcile a selected application inventory with contracts and operating tests. The value hypothesis is better accountability and fewer unexamined dependencies, not guaranteed risk reduction. This audit supplies concrete discovery questions but no transferable failure rate, savings estimate or proof that a particular campus remains deficient today. Use current local evidence before describing a remediation need.

Take a small set of authorized applications through capability discovery, data-flow mapping and reproducible output checks. Use supplier documentation and local configuration rather than marketing labels to identify relevant AI features. Require a test plan for accuracy, subgroup performance where appropriate, access and failure escalation, with risk-proportionate exclusions recorded. Treat existing SaaS, on-premises software and future agents consistently at the application boundary. Proposed validation is a traceable mapping from each sampled capability to owner, data rights, approved use and test evidence. The audit does not supply product benchmarks or authorize invasive testing of production systems.

Coordinate application owners, procurement and assurance teams to build a manageable inventory and evidence backlog. Dependencies include executed contracts, vendor cooperation and agreement on campus versus system responsibilities. Train reviewers to recognize embedded capabilities and distinguish a low-risk decision from an undocumented exemption. Governance checkpoints should cover inventory sign-off, use-case approval and material feature changes.

Proposed acceptance

every sampled application has an accountable owner, documented classification rationale and a completed or explicitly scheduled evaluation; unresolved gaps have dated remediation plans. Risks include outdated inventories, unsupported vendor statements and declaring completion merely because a policy has been published.