🏆 2nd Runner Up — Innovation Cup Cebu 2026 Developed during an 11-day innovation sprint, Kumpas was selected from the Top 15 university teams across Cebu for addressing UN Sustainable Development Goal 8 (Decent Work & Economic Growth) through a multi-AI specialist architecture.
Kumpas generates structured career assessment reports from a student's existing academic data — NCAE results, NAT scores, and counselor notes — using a five-AI pipeline built on Next.js and the Gemini API.
By processing this combined data through a multi-ai specialist architecture, Kumpas supports UN Sustainable Development Goal 8 (SDG 8) — promoting decent work and inclusive economic growth through data-backed career guidance.
Built for guidance counselors. Paid for by schools. Free for students.
The main entry point for guidance counselors.
Upload interface for NCAE/NAT documents and counselor notes.
Analysis results page.
Mobile application interface preview.
Counselors upload three things:
- NCAE results — image (JPEG, PNG, PDF)
- Report card or NAT scores — image (JPEG, PNG, PDF)
- Counselor notes — typed freehand or uploaded as an image
1. Vision Layer Gemini's native multimodal vision reads and parses all uploaded documents — extracting scores, percentiles, and qualitative notes — and structures everything into a unified format for the downstream specialists.
2. Core Analysis — 3 AI Specialists in Parallel
| AI Specialist | Framework | Question Answered |
|---|---|---|
| Feasibility Analyst | SCCT (Social Cognitive Career Theory) | Can this student realistically get there? |
| Labor Market Analyst | LMI (Labor Market Information) | Is this career viable in the Philippine job market? |
| Job Demand Analyst | JD-R (Job Demands-Resources Model) | Will this career burn them out? |
Each AI specialist is independently prompted and grounded in its own framework and dataset.
3. Adjacency Layer Synthesizes all three AI specialists outputs and surfaces alternative career paths for the counselor to explore with the student.
4. Output
- Per-specialist reports with key signals, interpretations, and supporting data
- Score breakdown by academic area
- Counselor note review panel
- One-click PDF summary export for the student
| Layer | Technology |
|---|---|
| Frontend & Backend | Next.js |
| AI & Vision | Gemini API (multimodal) |
| Deployment | Vercel |
No separate backend server. No OCR library. Vision and analysis are handled entirely through Gemini's multimodal API via Next.js API routes.
Kumpas's input structure and AI specialists outputs have been reviewed and validated by guidance counselors at Cebu Institute of Technology – University (CIT-U).
- B2B SaaS — schools subscribe, counselors use it, students pay nothing
- Pricing — scaled by student enrollment
- Cost per session — ₱3.50 per student analysis run
- Data partnerships — anonymized career data shared with DOLE and CHED to inform national youth programs
- SOM — 50 private schools in Cebu (beachhead: CIT-U)
- SAM — 150 schools across Region 7
- TAM — 2,500 Senior High Schools nationwide
Turning Data into Direction.