Chatbot Integration in VitaliT Mobile App
Application Details
- Application Name: VitaliT
- Feature: AI-Powered In-App Chat
- Technology Used: Self-hosted AnythingLLM[https://github.com/Mintplex-Labs/anything-llm] Framework
- Purpose: To deliver a private, secure, and intelligent chat experience that supports user health, wellness, and fitness queries within the app environment.
1. Introduction
The VitaliT mobile app features a robust AI-powered chatbot designed to enhance user experience by offering intelligent guidance on:
- Workout routines
- Wellness tips
- Diet suggestions
- App navigation
Unlike commercial services, this chatbot is not powered by any third-party API or cloud-based platform. Instead, it is powered by AnythingLLM, a self-hosted, open-source LLM orchestration framework. This ensures complete control, data privacy, and full compliance with Apple’s privacy guidelines.
2. Technology Stack – What is AnythingLLM?
AnythingLLM, developed by Mintplex Labs, is a fully open-source orchestration tool that enables seamless integration of large language models in secure environments.
Key Capabilities:
- Local and secure self-hosting
- Independence from commercial APIs (unless configured)
- Modular architecture with document indexing and prompt control
- Role-based access and audit-logging features
VitaliT Implementation:
- Fully self-hosted in a private, secured server
- No public cloud or third-party API involvement
- All chatbot logic runs on-premises, enhancing data control and privacy
3. Hosting and Infrastructure Details
To ensure airtight security and user data protection, AnythingLLM is:
- Hosted on-premises behind an enterprise-grade firewall
- Connected to the app through a secured API gateway
- Deployed using Docker containers for isolation and scalability
Access Controls:
- Only authorized internal services can access chatbot endpoints
- No public or third-party access is allowed
- Admin tools are protected by multi-factor authentication and IP filtering
4. Security Measures & Data Privacy Compliance
End-to-End Security:
- All traffic uses HTTPS/TLS encryption
- APIs are secured using authentication tokens and rate-limiting
Data Handling & Storage:
- No persistent storage of chat data unless explicitly required
- Session data is volatile and stored in memory only
- No PII is processed unless user voluntarily shares it (e.g., "My age is 28")
AI Content Moderation:
- Context-aware prompt engineering
- Safe, compliant responses enforced through:
- Prompt filtering
- Response sanitization
- Context-bound roles
- Intent detection
5. Why Self-Hosted Instead of Third-Party?
Apple prioritizes user safety and transparency. Here’s how VitaliT aligns with these values:
| Area | Our Approach |
|---|---|
| Data Privacy | No user data leaves our private infrastructure |
| Cloud Independence | No OpenAI or third-party API usage |
| User Consent | No data collected unless submitted by the user |
| App Store Compliance | Built to meet Apple Guidelines 5.1, 5.2, and 1.2 |
6. User Experience Flow
sequenceDiagram
participant User
participant App
participant AnythingLLM Backend
User->>App: Opens Chatbot Interface
App->>AnythingLLM Backend: Sends Secure Message (HTTPS)
AnythingLLM Backend->>AnythingLLM Backend: Processes Request (Locally)
AnythingLLM Backend->>App: Sends Response
App->>User: Displays AI-Powered Reply
At no point is any communication routed through third-party or public systems.
7. Summary: Security & Compliance Matrix
| Criteria | Status |
|---|---|
| No Third-Party Cloud or API Usage | ✅ |
| User Data Safety | ✅ |
| Secure, Encrypted Transmission (HTTPS) | ✅ |
| PII Protection and Privacy Compliance | ✅ |
| Open Source, Transparent Codebase | ✅ |
| No Persistent Storage of Chat Data | ✅ |
| Internal Admin Access Control | ✅ |
8. Reference Links
9. Conclusion
The chatbot integration in the VitaliT mobile app has been engineered with a clear emphasis on user privacy, data control, and platform compliance.
By leveraging a self-hosted AnythingLLM framework, we guarantee:
- 100% privacy of user conversations
- Zero reliance on third-party APIs
- Strong alignment with Apple App Store Guidelines
This implementation supports our vision of delivering a trusted, intelligent, and secure user support system, reinforcing our commitment to health-tech excellence and user well-being.