Role-aware discovery
Questions change by perspective. Authority never does.
Step 1 of 6
Choose a stakeholder perspective
Non-compensable harms
Privacy, safety, rights and access failures cannot be averaged away.
Evidence plus context
Quantitative readiness is paired with traceable synthetic themes and dissent.
Human-owned action
The best possible result is a recommendation for human review.
Designed for scrutiny
What the public version intentionally does not do
No real participants. Student and family perspectives are fixed fictional scenarios, not surveys.
No assessment-data collection. The source contains no contact fields, tracking scripts, model calls or saved assessment records.
No automated authority. The lab cannot grade, discipline, place, procure, profile, publish or contact anyone.
No certification claim. Outputs are illustrative decision support, not legal advice or deployment approval.
Evidence anchors
Frameworks informing the demonstration
- NIST AI Risk Management Framework 1.0 · January 2023; NIST revision work noted in 2026
- NIST Generative AI Profile, NIST AI 600-1 · July 2024
- U.S. Department of Education FERPA resources · checked September 4, 2026
- COPPA Rule, 16 CFR Part 312 · current eCFR checked September 4, 2026
- WCAG 2.1 · W3C Recommendation
Sources are reference points, not endorsements or certifications. Local legal and policy review remains required for any real deployment. Read the guardrail assurance summary.