Data minimisation
Use only the information needed for the experience and stated purpose.
Trust and responsibility
Guidance deserves careful boundaries
Lifology AI places privacy, safeguarding, explainability and accountable human decisions at the centre of every experience.
Privacy and appropriate access
Information should be used for a clear purpose
Role-aware visibility
Keep learner, family, coach, school and oversight perspectives appropriately separated.
Choice and correction
Make consent, challenge and correction meaningful parts of the experience where applicable.
Safety and wellbeing
Young people's needs come before engagement
Age-appropriate design
Use language, interactions and boundaries suited to the intended learner group.
Safeguarding pathways
Define when concern needs human attention and who is accountable for responding.
No harmful labelling
Do not present developmental patterns as diagnoses, certainties or grounds for punishment.
Responsible AI
Assistance remains scoped, evaluated and reviewable
People retain authority
Keep consequential decisions and official rules with accountable people and deterministic processes.
Explainable context
Connect generated material to its purpose, sources and relevant limitations.
Safe fallback
Plan for uncertainty, refusal, unavailable guidance and escalation instead of forcing an answer.