Sort Risks Before an AI Pilot
Classify AI pilot risks into governance, mapping, measurement, and management actions.
Sort each AI tutor pilot concern into the risk-management function it best fits. Govern Map Measure Manage Decide who approves the tool and who can pause the pilot Define teacher and vendor responsibilities for student data Identify which student groups may be affected differently List the learning contexts where the tutor will and will not be used Test AI hints on 40 representative math problems before launch Track whether students accept incorrect hints or challenge them Create an escalation path when the tutor gives a wrong explanation Set a threshold for changing or stopping the pilot
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