For instruction
Evaluate how a tool supports explanation, uncertainty, staged help, and student revision.
For technology teams
Test identity, class scope, source access, provider boundaries, revocation, and failure behavior.
For school leaders
Compare platform fees, provider spend, operating work, privacy terms, and the evidence behind each claim.