About MOM's Bridge
Rubric Analysis & Improvement Plan
Competition StrategyScore Projection
| Category | Max Score | Evidence |
|---|---|---|
| 1. Project Description | /10 | 100w + 150w competition-ready descriptions with daily tracking, dual AI, 11 languages |
| 2. Pitch Video | /30 | UN SDGs mapped (3, 5, 10), CDC PRAMS research, competitive analysis, business model |
| 3. Technical Video | /20 | 11 working features, dual AI provider architecture, iterative prompt development |
| 4. Business Canvas | /15 | 9-section canvas, financial projections, competitive analysis, key metrics |
| 5. Learning Journey | /15 | ACOG guidelines, dual AI providers, 11-language i18n, bibliography with medical references |
Key Strengths
- 11 fully working features demonstrated in code (not mockups)
- Dual AI providers (Gemini + OpenAI) with automatic fallback — shows engineering maturity
- Daily tracking with ACOG-based deterministic safety logic — medical credibility
- 11 languages with 600+ translation keys each — comprehensive accessibility
- Full privacy framework: consent, data viewing, export, deletion with cascade
- 21 submission documents across 7 lesson categories
- Emergency detection independent of AI — safety-first design
- CDC PRAMS data integration — evidence-based health analytics
Feature Improvements Completed
| Feature | What Changed | Rubric Impact |
|---|---|---|
| AI Symptom Chat | Graceful error handling: config vs transient errors, emergency keyword detection when AI is down | 3A, 3D |
| Voice Translation | Full symptom analysis (not just translation), interim results, confidence display, manual text fallback | 3A, 2C |
| Photo Upload | Drag-and-drop with visual feedback, image preview | 3A, 2C |
| Daily Tracking | Fully documented medical basis (ACOG, WHO), 3-tier risk assessment, bilingual doctor summaries | 1A, 2C, 3A |
| LLM Provider | Dual-provider architecture (Gemini + OpenAI) with automatic fallback | 3A, 3C, 3D |
| Pregnancy Week Display | Added to dashboard, my-data, all 11 languages | 3A |
Remaining Action Items
- CRITICAL: Conduct user testing with 3-5 target users and record feedback (Rubric 2E)
- CRITICAL: Interview a business professional and document their feedback (Rubric 4A)
- Record 2-3 min pitch video following the script outline
- Record 3-4 min technical video following the script outline
- Capture screenshots for all placeholder documents
- Build Bilingual PDF Report endpoint (GET /api/account/pdf-report)