Start with the data and the decision
Microsoft's school AI privacy framework, negotiated with the American Federation of Teachers and United Federation of Teachers, addresses how education technology handles student information and decision-making. Emergent's report describes restrictions on model training, manipulative engagement features and automated decisions affecting students.
The useful distinction for a school is between a product's general AI capabilities and the specific protections attached to its use. A procurement conversation should identify the data collected, the purpose of processing it and the people who remain responsible for consequential decisions.
What the reported provisions cover
The report describes restrictions on using student or educator data for AI training, with a narrow safety exception. It also describes limits on advertising, sale and other secondary uses, together with school control over retention and deletion.
A second area concerns AI companions and features designed to create emotional dependency or prolong engagement beyond a learning task. That directs attention to product design as well as the storage of information.
Human review is another central provision. The report describes educator involvement in decisions about students, alongside plain-language explanations of what tools do and what safeguards apply. Transparency is useful when families can understand the actual workflow, rather than receiving a broad assurance that an AI feature is safe.
Turn the framework into questions about the actual deployment
Ask the provider to explain the data path for one proposed classroom task: what enters the system, what is retained, who can access it and how it is deleted. Then trace where a human reviews an output that could affect a student.
Check the actual agreement and product scope with the school team responsible for procurement. A reported framework should not be treated as evidence that every vendor, feature or existing contract automatically carries identical terms. The immediate practical use is a more specific discussion about controls, disclosures and responsibility.