


Data Chaos: Award letters lack any standardization. Formats, layouts, and data presentation vary wildly—even within the same institution.
AI Risks: Out-of-the-box LLM solutions could hallucinate numbers, produce unreliable outputs, and rack up unsustainable costs on a nonprofit budget.
Multi-Tiered Users: Three distinct audiences with different needs: students (mobile-first comparison tools), VSAC admins (full platform control and analytics), and partner loan organizations (curated access to qualified leads).
Cross-Platform Demands: The solution needed native-quality iOS and Android apps plus an intuitive desktop admin portal—without building everything twice.
Smart Ad Logic: Loan advertisements needed a hierarchical display, always showing nonprofit providers in the student's state first.



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