Choose representative tasks
Include a student asking for a hint, revising a response, checking a source, and a teacher reviewing an assigned-class conversation.
Compare controls and costs
Record class guidance, model access, provider terms, review scope, retention, platform fees, and model usage charges.
Run a reversible pilot
Test with a small, authorized group. Keep a clear stop condition and do not migrate adoption from vendor claims alone.