Problems Studeia solves
- High dropout — 30-50% of students quit before ENEM
- Manual simulations consume time — preparing 1 simulation of 90 questions + correction + analytics takes weeks
- Expensive in-person tutor — 24h individual questions would require many teachers
- Parents want visibility — especially for minors
How Studeia solves
1. Automated simulations with psychometric analytics
After simulation, analytics include: item difficulty, point-biserial discrimination, distractor analysis, Cronbach's alpha, score distribution.
2. Importable question bank
Studeia accepts GIFT format, CSV, API JSON, or manual via UI. Each question has concepts[] mapped to ConceptMastery.
3. Personalized AI tutor
Course material ingested in RAG. When student asks "How to solve question 47 of Math simulation?":
- RetrievalAgent finds resolution in material
- PedagogicalAgent chooses strategy based on student's Math ConceptMastery
- Tutor responds citing specific worksheet/lesson
- EvaluationAgent detects misconceptions
- Proactive inline quiz: "Let me ask 2 similar questions to confirm understanding"
4. Gamification against dropout
XP + streak bonuses. 11 badge criteria. Per-class weekly leaderboards. Time-bound contests.
5. Parent portal with AI
GuardianLink verified by SMS. Alerts (inactivity, performance drop, milestone). LLM reports (daily Haiku, weekly/monthly Sonnet).
Setup (1 week)
| Day | Task |
|---|---|
| 1 | Trial Demo plan, configure branding, create institutional admin |
| 2 | Import question bank (GIFT/CSV) — 500-2000 questions |
| 3 | Structure courses (Math, Languages, etc) with modules and lessons |
| 4 | Upload worksheets (PDF) + lesson-videos (Drive sync) |
| 5 | Trigger RAG ingestion + configure AI tutor (custom PromptTemplate) |
| 6 | Setup gamification (AI Agent creates 10 badges + XP rules + monthly contest) |
| 7 | Invite students + parents (SCIM or CSV) |
200 students / 3 years TCO
| Item | Studeia | Managed Moodle |
|---|---|---|
| License | R$108,000 (Enterprise R$3k/mo) | R$0 |
| Hosting + DevOps | Included | R$108,000 (R$3k/mo) |
| AI Tutor | R$0 (included) | R$36,000 (plugin + admin) |
| Gamification | R$0 (included) | R$10,000 (plugins) |
| AI cost (200 × R$5 × 36) | R$36,000 | R$36,000 |
| TOTAL 3 years | R$144,000 | R$190,000 |
Studeia ~24% cheaper + 1 week setup vs 60-90 days for Moodle.