Consent & minors
The platform may be used by students of any age, so consent adapts to age and region instead of assuming one universal threshold. Guardian or sponsor flows exist only where law or product policy requires them, and paying for someone never grants access to their private learning content.
By default we disclose the minimum: private tutor logs are not exposed to parents, schools, or employers, connected-source permissions are granular, and every consent decision is versioned and auditable.
Data dividend — always opt-in
Private OnlyAnonymous ImprovementResearchPublic Knowledge
Contribution starts at Private Only. If you choose to opt in further — Anonymous Improvement, Research Contribution, or Public Knowledge Contribution — value returns transparently through credits, revenue share, or reputation. Consent is revocable and stops future use.
One honest limit: contributed data already absorbed into trained model weights cannot be retroactively removed unless the underlying technique supports it. We say exactly which is which rather than over-promising.