The difficult problem
Students made high-stakes stream choices with limited evidence and little context from their own cohort.
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Career-readiness intelligence
CareerCompass
A school-based career-readiness platform combining aptitude, interest and a guided spoken interview.
PlatformResearchAutonomous
Built around the hard part
The constraint shaped the intelligence.
The intelligence built
Consent-gated assessment and interview signals produce deterministic, role-specific reports and cohort percentiles.
How the system works.
The model is one layer. The value comes from connecting inputs, intelligence and production action as one accountable system.
Consent and roster
Acquire and structure the operating signal.
Assessment and interview
Transform it through the model, rules and control layer.
Scoring and reports
Deliver a decision, artifact or action into production.
Where it runs
Five tailored experiences for students, guardians, schools, counsellors and staff.
What it changes
Every recommendation is contextual, reviewable and designed for a family decision.
Production stack
ReactFastAPIPostgreSQLWhisperDeterministic scoring
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