HR: where does the information come from?
Colorado workforce reports and Connecticut hiring notices both depend on information held in other systems. Before building, find out who owns that information, how it is exported, and whether the employer’s existing provider already handles the task.
Schools: follow a real case through the process
Pennsylvania phone exceptions involve staff recording and communicating individual decisions. New Jersey’s proposed reconciliation process concerns staffing and payroll records. Ask school staff to show how they handle one case today. Use fictional or redacted examples, not student or employee records.
Privacy and AI: evidence needs a reviewer
Louisiana assessments and New York AI companion testing both involve collecting evidence. A product might organize that work, but it cannot turn a checklist into a legal conclusion or guarantee safe behavior in every conversation. Identify who reviews the output and what they need to trust it.
Which idea should you investigate?
Start where you can reach the people doing the work. Ask about the last time they completed the task, what went wrong, and what they used. The New Jersey idea also depends on further legislative progress; it is not an existing compliance obligation.
