Modern architecture with flexible deployment options. Run on-premise, in the cloud, or hybrid. Full control over your AI infrastructure.

Technology Stack

Enterprise-grade technologies powering SuperChat

AI Engine

  • WebLLM - Browser-based AI inference
  • WebGPU - Hardware acceleration
  • ONNX Runtime - Model optimization
  • TensorFlow.js - ML framework

Frontend

  • HTML5/CSS3 - Modern web standards
  • JavaScript ES6+ - Interactive UI
  • Web Workers - Background processing
  • Service Workers - Offline capability

Document Processing

  • PDF.js 3.11 - PDF rendering & extraction
  • XLSX 0.18 - Excel file processing
  • Mammoth 1.6 - Word document conversion
  • Tesseract.js - OCR capabilities

Voice & Speech

  • Web Speech API - TTS & recognition
  • MediaRecorder API - Voice recording
  • AudioContext - Audio processing
  • Emotion Detection - Sentiment analysis

Storage

  • LocalStorage - Client-side persistence
  • IndexedDB - Large data storage
  • Cache API - Performance optimization
  • File System API - Local file access

Security

  • Zero Trust - No external API calls
  • CSP - Content Security Policy
  • HTTPS Only - Encrypted connections
  • Data Isolation - Private by design

Flexible Deployment Architecture

Choose the deployment model that fits your requirements

On-Premise Deployment

Complete control, maximum security

User Layer
Employees
Workstations
Mobile Devices
Network Layer
Corporate Network
Firewall
VPN
Application Layer
Web Server
AI Models (Local)
Workflow Engine
Data Layer
Local Storage
File System
Backup
Zero External Dependencies

All processing happens within your infrastructure. No data leaves your network.

Air-Gapped Capable

Can operate completely disconnected from the internet for maximum security.

Compliance Ready

GDPR, HIPAA, SOC 2 compliant architecture. Full data sovereignty.

Custom Integration

Connect to existing internal systems via workflow nodes and APIs.

Cloud Deployment

Scalable, managed infrastructure

User Access
Global Users
Any Device
Internet Access
CDN & Load Balancing
CloudFront CDN
Load Balancer
Multi-Region
Compute Layer
AWS / Azure / GCP
Containerized
Auto-Scaling
Storage & Services
Cloud Storage
Monitoring
Security
Global Scale

Deploy to multiple regions for low-latency access worldwide.

Auto-Scaling

Automatically scale resources based on demand. Pay for what you use.

Managed Updates

Automatic updates and patches with zero downtime deployments.

Built-in Redundancy

High availability with automatic failover and disaster recovery.

Hybrid Deployment

Best of both worlds

On-Premise
Sensitive Data
Critical Workloads
Regulated Data
Secure VPN / Direct Connect
Cloud
Analytics
Public APIs
External Users
Data Sovereignty

Keep sensitive data on-premise while leveraging cloud for scalability.

Cost Optimization

Balance infrastructure costs with workload-specific deployment.

Flexible Routing

Route workflows dynamically based on data sensitivity and requirements.

Gradual Migration

Migrate to cloud incrementally without disrupting operations.

APIs & Integrations

Pre-built integrations and extensible API framework

Cloud Storage APIs

Google Drive API v3

Read/write/list files, manage permissions, shared drives

OAuth 2.0

Microsoft Graph API

OneDrive, Outlook, SharePoint integration

OAuth 2.0

Dropbox API v2

File operations, sharing, team folders

OAuth 2.0

Communication APIs

Gmail API

Send/receive emails, labels, attachments

OAuth 2.0

Slack Web API

Messages, channels, webhooks, bot interactions

OAuth 2.0 / Webhook

Discord API

Webhooks, embeds, bot commands

Bot Token / Webhook

Social Media APIs

Twitter API v2

Post tweets, read timeline, search, analytics

OAuth 2.0

LinkedIn API

Share content, company pages, analytics

OAuth 2.0

Facebook Graph API

Pages, posts, groups, insights

OAuth 2.0

Database Connections

SQL Databases

MySQL, PostgreSQL, SQL Server, SQLite

Connection String

NoSQL Databases

MongoDB, Redis, Cassandra

Connection String / API Key

REST APIs

Any RESTful API with JSON/XML responses

Custom / API Key

Workflow Node API

Technical specifications for workflow nodes

Node Structure

{
  "id": "unique-node-id",
  "type": "node-type",
  "name": "Node Name",
  "position": { "x": 100, "y": 100 },
  "config": {
    "param1": "value1",
    "param2": "value2"
  },
  "inputs": [
    { "port": "input1", "type": "string" }
  ],
  "outputs": [
    { "port": "output1", "type": "object" }
  ]
}

Connection Structure

{
  "id": "connection-id",
  "sourceNode": "node-1-id",
  "sourcePort": "output1",
  "targetNode": "node-2-id",
  "targetPort": "input1"
}

Data Types

string Text data
number Numeric values
boolean True/false
object JSON objects
array Lists of items
file File objects
any Any type

Execution Flow

  1. Validation: Check node configuration and connections
  2. Initialization: Set up node contexts and resources
  3. Execution: Process inputs and generate outputs
  4. Data Flow: Pass outputs to connected nodes
  5. Completion: Update status and cleanup resources

System Requirements

Hardware and software requirements for optimal performance

Browser-Based (Minimum)

  • Browser: Chrome 113+ or Edge 113+
  • CPU: 4-core processor (Intel i5 / AMD Ryzen 5)
  • RAM: 8 GB
  • GPU: Integrated graphics with WebGPU
  • Storage: 10 GB available space
  • Network: Internet for initial load
Supports AI Model 1B and Lightweight models

On-Premise Server

  • OS: Linux (Ubuntu 20.04+) / Windows Server 2019+
  • CPU: 16-core Xeon / EPYC processor
  • RAM: 64 GB ECC
  • GPU: NVIDIA A100 / V100 (optional but recommended)
  • Storage: 500 GB SSD RAID
  • Network: 10 Gbps internal, isolated network capable
Enterprise deployment, multi-user support

Performance Benchmarks

Real-world performance metrics across different configurations

Model Hardware Latency (First Token) Throughput Memory Usage
AI Model 1B Intel i5 + Integrated GPU < 50ms ~50 tokens/sec ~800 MB
AI Model 3B Intel i7 + NVIDIA GTX 1660 < 200ms ~30 tokens/sec ~2.5 GB
Reasoning Model Intel i7 + NVIDIA RTX 3060 < 300ms ~25 tokens/sec ~3.0 GB
GOD MODE AMD Ryzen 9 + NVIDIA RTX 4090 < 500ms ~20 tokens/sec ~5.5 GB
GOD MODE Server: Xeon + NVIDIA A100 < 100ms ~100 tokens/sec ~6.0 GB

Note: Performance varies based on hardware, model parameters, and context length. Benchmarks measured with 8K context, temperature 0.3.

Security & Compliance

Enterprise-grade security built into every layer

Data Privacy

  • Zero external API calls for AI processing
  • Data never leaves your infrastructure
  • No telemetry or usage tracking
  • Complete data sovereignty

Compliance

  • GDPR compliant architecture
  • HIPAA-ready deployment options
  • SOC 2 Type II certified processes
  • PCI DSS compatible

Encryption

  • TLS 1.3 for data in transit
  • AES-256 encryption at rest
  • End-to-end encryption options
  • Hardware security module support

Access Control

  • Role-based access control (RBAC)
  • SSO integration (SAML, OAuth)
  • Multi-factor authentication
  • Audit logging and monitoring

Ready to Discuss Your Deployment?

Our team can help design the right architecture for your requirements.