Technology & Infrastructure
Where accountability enables connection.
Enterprise-grade infrastructure built to scale with your organization.
AI-Powered Safeguarding
We use a multi-model AI architecture to ensure the highest accuracy in content moderation and pattern detection. No single AI model is perfect, so we use multiple models that cross-check each other.
Claude (Anthropic)
Contextual Analysis
Advanced reasoning for understanding context, nuance, and intent in conversations. Provides explainable analysis of concerning patterns.
Custom SageMaker Model
Grooming Detection
Fine-tuned model specifically trained to detect grooming patterns in adult-minor communications. Purpose-built for child safety.
OpenAI Moderation API
Content Safety
Industry-standard content moderation for detecting violence, hate speech, self-harm, and other harmful content categories.
Google Perspective API
Toxicity Scoring
Real-time toxicity analysis for comments and messages. Provides granular scores for different types of harmful language.
Model Agreement
When multiple AI models agree on a flag, confidence is high. When models disagree, human review is triggered. This dual-verification approach minimizes both false positives and false negatives.
Platform Architecture
⚙️ Backend
- ✓Python 3.12 + FastAPI
- ✓MySQL 8.0 with SQLAlchemy ORM
- ✓Redis for caching & real-time
- ✓JWT authentication
- ✓Docker containerization
- ✓AWS ECS deployment
🎨 Frontend
- ✓Next.js 14 + React
- ✓TypeScript throughout
- ✓Tailwind CSS
- ✓React Query for data fetching
- ✓Mobile-first responsive design
- ✓WCAG AAA accessibility
Can the Infrastructure Handle Demand?
Communiti is built on cloud-native infrastructure designed to scale automatically with demand. Whether you have 100 users or 100,000, the platform adapts.
Auto-Scaling
Infrastructure automatically scales up during peak usage and down during quiet periods.
Global CDN
Static assets served from edge locations worldwide for fast load times everywhere.
99.9% Uptime
Multi-AZ deployment with automatic failover ensures high availability.
Security & Privacy
🔒 Data Protection
- • Encryption at rest and in transit (TLS 1.3)
- • Multi-tenant data isolation
- • Regular security audits
- • GDPR-ready architecture
🔑 Authentication
- • Secure JWT tokens with rotation
- • OAuth 2.0 (Google, Facebook, Apple)
- • Rate limiting and brute-force protection
- • Role-based access control
Open Source Commitment
We plan to open-source Communiti upon reaching stable release. We believe transparency in code leads to trust in the platform.
Target: Q2 2025
Questions about our technology?
Our team is happy to discuss architecture, security, and scalability with your IT department.
Get in Touch