AI levels in HuniDu
No AI (Manual-first)
OffHuniDuAI stays quiet unless you explicitly ask for AI help.
- No proactive AI notifications
- No background pattern suggestions
- Best for households that want full manual control
Reactive AI
MinimalHuniDuAI helps selectively with high-value signals.
- Critical alerts and conflict/budget support
- Household admins can enable only specific AI features
- Great for households that want support without heavy automation
Proactive AI
Balanced / AggressiveHuniDuAI actively suggests and optimizes across your household workflows.
- Pattern-based suggestions and smart notifications
- Optional proactive features like task creation and schedule optimization
- Best for households that want maximum AI assistance
Control and visibility
Household admins manage default AI mode and feature toggles.
Members can set personal notification level and opt out of proactive AI notifications for themselves.
AI usage metrics are available, including notifications, API calls, and estimated costs.
Data safety basics
AI context retrieval is scoped per household.
Authenticated membership checks are enforced before protected AI settings/actions.
Key AI settings and insight actions are recorded through server-side audit logging.
How AI creates value across feature pillars
Smart Family Calendar
- Detects scheduling conflicts before events are confirmed
- Suggests better time blocks based on household routines
- Improves reminder timing using context like upcoming commitments
Family Inbox
- Auto-categorizes incoming family email by intent
- Extracts likely actions from messages (forms, RSVPs, due dates)
- Surfaces high-priority messages earlier to reduce misses
Meal Planning & Recipes
- Generates meal suggestions from preferences, history, and constraints
- Reduces repeat fatigue with variety-aware recommendations
- Supports lower-friction planning with AI-assisted weekly decisions
Tasks & Chores
- Suggests fair task distribution from completion patterns
- Flags overdue risk earlier so parents can intervene faster
- Helps identify routines that improve consistency over time
Budget & Spending
- Warns on spending trends before categories are exceeded
- Highlights unusual transactions for quick review
- Recommends focus areas from household spending patterns
Carpool Coordination
- Predicts conflicts across rides and household calendars
- Uses traffic-aware timing to reduce late pickups
- Suggests route/assignment improvements in recurring patterns
Questions households ask
Can we use HuniDu without proactive AI?
Yes. Set AI mode to Off to disable proactive automation and alerts.
Can we choose only specific AI features?
Yes. Feature toggles let admins enable or disable specific AI capabilities.
Who can change household AI defaults?
Household admins control shared defaults and automation behavior.
Can each member tune their own AI experience?
Partly. Members can tune their own notification level and opt out of proactive AI notifications for themselves, but household AI defaults stay admin-controlled.