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Tier Features — Nutrizionista/Dietologo

Tier Avanzato €4000-6000 | ~750h | ROI 18-24 mesi

Soluzione nutrizione intelligente per dietologi e nutrizionisti con AI macro balance, wearable integration e compliance GDPR Art.9.

1. AI Macro Balance Realtime + LLaVA Food Recognition

Food photo recognition (LLaVA 7B) integrato Italian nutrition DB CFood. Macro vs target visualization real-time. AI sommelier macro balancing.

2. Wearable Integration + Adherence Prediction

Apple Health/Fitbit OAuth2 sync. Spring LightGBM ML: analizza peso/passi/calorie → predice risk drop-out paziente. Proactive intervention.

3. Meal Plan Optimization with OR-Tools

Google OR-Tools constraint solver: calories/protein/sodium targets + patient preferences → optimal meal plan auto-generate. Variability scheduling.

4. Body Composition Tracking + LLaVA Posture Analysis

Weekly selfie + INBODY scale BLE (optional). LLaVA 7B posture analysis: feedback strutturale. Weekly body composition score + trend.

5. Meal Prep Video Library 50+ HD

Video preparazione piatti healthy. TensorFlow.js PoseNet realtime: knife grip correction, posture safety. Interactive tutorial mode.

6. AI Coaching Chat + Nutrizionista Review

Ollama chat assistant (Italian nutrition RAG). Flag clinical query → escalate nutrizionista review. Between-meal support 24h.

7. Compliance Art.9 + Albo Verification

Consent wizard specializzato nutrizione (Art.9 dati medici). FNOB albo auto-verification. GDPR-ready data deletion.

8. Invoice IVA Smart Logic

Auto-detect: clinica (10% IVA) vs privata (22%). FatturaPA XML. Compliance Agenzia Entrate.


Conformità Normativa

AspettoStandardImplementazione
Privacy dati sensibiliGDPR Art.9Consent wizard medico-specifico
Albo professionaleFNOBVerificazione iscrizione auto
EU AI ActAllegato III categorizzazioneAI disclosure "AI-assisted, not diagnosis"
TelemedicinaLinee guida Ministero SaluteChat e video conferenza security
IVA dieteticaDecreto Salute10% clinico, 22% privato auto-detect

Mercato & Concorrenti

  • NutriDoc (1.7k professionisti, 5.4k review): no wearable, piano dieta statico
  • MioDottore: directory, no app-integrated tracking
  • Serenis nutrizione: no AI macro optimization, sfiducia user tracking

Differenziatore Federico: LLaVA food recognition + wearable predictive + macro solver + Italian food database.


Possibili Sviluppi Customizzabili

1. AI Macro Balance Realtime

Scope: ~24h | Tier: Avanzato | Valore: Conversion adherence +35%, dietista competitive advantage

Ollama + LLaVA: carica foto piatto → instant macro breakdown. Target visualization (protein bar, carbs, fat, fiber). AI suggest balance. Italian CFood DB + INRAN integration.

2. Wearable Integration + Adherence ML Prediction

Scope: ~28h | Tier: Avanzato | Valore: Proactive retention, churn reduction -30%

Apple Health/Fitbit/Oura OAuth2 pull. Spring LightGBM: weight trajectory + step consistency + calorie deficit trend → predict drop-out week 3-4. Nutrizionista SMS intervention.

3. Meal Plan Optimizer (Google OR-Tools)

Scope: ~26h | Tier: Avanzato | Valore: Personalization at scale, dietista time -40%

Constraint solver: target macro/calorie/sodium + patient allergies/preferences + Italian recipes DB → auto-generate 7-14 day meal plan variation. Weekly re-optimize.

4. Body Composition Tracking + Posture Feedback

Scope: ~19h | Tier: Avanzato | Valore: Holistic health, engagement +25%

Weekly selfie + INBODY BLE (optional). LLaVA 7B structural feedback (posture, muscle tone, visual progress). Compound score weekly. Psychological boost.

5. Meal Prep Video Library 50+ HD

Scope: ~30h | Tier: Premium | Valore: Conversion +20%, educational edge

50+ HD video (cooking, plating, macro ratios). TensorFlow.js PoseNet realtime: knife technique, posture safety during prep. Interactive mode.

6. AI Coaching Chat 24h + Escalation

Scope: ~18h | Tier: Avanzato | Valore: Support continuity, engagement 24h

Ollama chat assistant trained Italian nutrition knowledge. Question classifier: routine (AI answer) vs clinical (escalate nutrizionista). No medico claims.

Scope: ~12h | Tier: Avanzato | Valore: GDPR readiness, audit compliance

Consent wizard specializzato: dati medici (Art.9), food photo storage, wearable integration, AI processing. FNOB albo integration auto-check. Revocation audit.

8. Invoice IVA Smart Logic + FatturaPA

Scope: ~14h | Tier: Avanzato | Valore: Tax compliance, patient clarity

Auto-detect clinic vs private. IVA 10% (dietetica clinica) vs 22% (consulenza privata). FatturaPA XML + SdI. Compliance Agenzia Entrate.

9. Group Nutrition Workshop + Certificate

Scope: ~22h | Tier: Premium | Valore: Community building, revenue new stream

Monthly live webinar Ollama-moderated (macro myths, seasonal eating). Recorded library. Certificate completion. Upsell individual nutrition plan.

10. Corporate Wellness Integration

Scope: ~25h | Tier: Premium | Valore: B2B revenue €3k-8k/company/year

Integration con HR systems (Personio, BambooHR): employee nutrition baseline assessment → personalized micro-learning + group challenge (step, water). Employer dashboard.

Total customizzazioni: 10 idee, €5.5k-9.5k, ROI 3-8 mesi per dietista PMI 2-8 professionisti.