Thinking...
Phase 1 introduces the investor math surface: the value of one connected learner-family-mentor-institution loop should exceed the sum of four isolated products.
All Phase 1 investor metrics are fixture-fed until production telemetry, consent enforcement, and backend aggregation are connected.
Three-way Mode 1, Mode 2, Mode 3 compounding panel.
Fixture-fed Hidden Talent counter with evidence gates.
Connected-unit LTV model by stakeholder.
Data Moat depth indicator and instrumentation gaps.
Patent-protected asset posture and claim discipline.
Trust, consent, safeguarding, and access-control posture.
Interactive event stream, consent check, and investor-safe lineage.
Narrow fixture-fed assistant. It reads only Phase 0 and Phase 1 deltas.
Phase 0 converted Sadat's retention decay into four stakeholder actions. Phase 1 now exposes that loop through flywheel, talent, cohort, moat, IP, and compliance investor panels.
Student
1.18x modelled
Isolated
Study plan only
Connected
Study plan + family protection + mentor prep
Fixture logic only; real LTV requires payment and retention telemetry.
Family
1.24x modelled
Isolated
Parent report
Connected
Family brief + consent mirror + mentor draft
Mother-first and household behavior assumptions need interviews before external use.
Mentor
1.31x modelled
Isolated
One student insight
Connected
Session prep + outcome loop + family trust
Mentor economics require Mode 2 usage and payout data before investor claims.
Institution
1.42x modelled
Isolated
Static dashboard
Connected
Cohort signal + curriculum response + family/mentor action
Institutional teacher analytics and cohort comparison require policy review.