Public sample report

See how a stronger answer is made.

Same question. More perspectives. A transparent path from evidence to judgment.

The question

Should North Valley Public University adopt a campus-wide generative AI policy for teaching and learning in the 2026-27 academic year?

Recommendation

Adopt a 90-day controlled pilot and an interim policy, but do not authorize regulated-data workflows until provider terms, institutional controls, and applicable law have been reviewed.

Any actual decision remains subject to the stated boundaries, a human decision owner, and local review.

Sources

S1National Institute of Standards and Technology S2U.S. Department of Education, Office of Educational Technology S3UNESCO S4U.S. Department of Education, Student Privacy Policy Office S5U.S. Department of Education, Privacy Technical Assistance Center

Independent expert work

Each role reached an initial position before reconciliation. This keeps alternate interpretations visible; it does not make agreement proof.

Policy analyst

Adopt with controls

A controlled policy can replace inconsistent informal use with common disclosure, verification, privacy, and accountability rules while leaving course-level judgment with instructors.

Adversarial reviewer

Delay broad authorization

A campus-wide launch could normalize unsafe data handling, unequal access, unreliable citations, and unclear enforcement before provider contracts and support capacity are ready.

Source verifier

Evidence supports governed experimentation, not blanket approval

The reviewed authorities support human-centered governance, documented risk management, privacy controls, and continuing evaluation. They do not prove that one campus policy will improve learning outcomes.

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Disagreement record

Credible disagreement stays visible.

Delay any adoption until approved-provider and accessibility reviews are complete.

Explore the differing views, evidence, and expert reasoning.

View disagreement record →

Final judgment

Approve a 90-day pilot and interim policy; do not approve regulated-data workflows.

Return for a stop, revise, or expand decision after the pilot evidence is reviewed.

Limits

No state law, collective-bargaining agreement, accreditation rule, disability accommodation record, or existing university policy was supplied.

No specific AI provider contract, retention schedule, training-use term, security assessment, or data-residency commitment was reviewed. The cited sources support governance principles and legal boundaries; they do not establish that this pilot will improve learning outcomes. Source status and product capabilities can change. Material conclusions must be rechecked at the time of an actual decision.