How It Works
From communication to insight.
A simple, transparent flow. Your child communicates. The system observes. You receive insights. Nothing happens without your approval.
The communication flow
Step 1
Child communicates
Your child uses the offline communication board -- tapping tiles, building sentences, and navigating groups. The interface is stable, predictable, and always available.
Step 2
Events are recorded locally
Every interaction is logged on-device as anonymous usage data. No personal content is stored. No audio. No location. Just structured interaction events.
Step 3
AI analyzes patterns and context
When the device syncs, 11 AI systems process usage data — tracking vocabulary growth, detecting frustration loops, monitoring communication stability, classifying sentence functions, and identifying words locked to single contexts.
Step 4
Parents receive actionable insights
Observations appear in your dashboard with clear explanations and evidence. Milestone celebrations, frustration alerts, stability scores, and vocabulary suggestions — each with the reasoning behind it.
Step 5
You decide what happens
If the system suggests vocabulary changes, you review and approve each one individually. Nothing changes on your child's board without your explicit action.
Core principles at every step
Offline-first
The child experience never depends on connectivity. Communication tools are always available.
Explainable
Every AI insight shows its reasoning, evidence, and confidence. No black boxes.
Human-in-the-loop
AI suggests, humans decide. No automated changes to your child's communication board.
