AI operating layer
AI insights
A home for the synthesized, specific, operator-grade observations the spec wants the product to surface instead of burying in raw reports.
AI insights board is live
This starts turning the spec’s AI layer into a visible product surface, not just an architectural idea.
High
1
Insights with the strongest operational urgency.
Medium
1
Signals with meaningful but less immediate pull.
Watch
1
Signals that deserve awareness but not panic.
Insights
3
Distinct AI insight cards currently on the board.
Kids retention is strongest where family admin friction is lowest
High retention upside
The spec’s thesis keeps showing up: operational smoothness and family confidence are deeply linked.
Two sessions are close to avoidable waitlist frustration
Schedule quality
Smart scheduling and staffing cover could relieve pressure without immediately adding more total classes.
Billing recovery is operationally effective but emotionally sharp
Experience risk
A better message layer could preserve revenue while feeling more aligned with the product’s tone principles.