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Enterprise Architecture.
On-Prem Control.

Proven stack. Modular architecture. Security at every layer. A•IQ deploys inside your network, under your control, with zero cloud dependency.

CONTAINERIZED MICROSERVICES ARCHITECTURE

Resilient by Design

Every component runs independently. APIs are isolated. Services can be updated, scaled, or replaced without taking down the system.
Isolated Microservices - Dedicated process for every function (Alarms, PPCL, ML). Failures are contained, never systemic.
‍Native Windows Services - Zero 'script fatigue.' Deploys as a managed, auto-restarting background service. No open terminals required.
‍Nginx Reverse Proxy - Traffic routing, load balancing, SSL termination.
‍API-First Integration - Full data accessibility. If A•IQ can see it, your other systems can query it via standard REST endpoints.
Python backend for building automation analysis

HIGH-PERFORMANCE TIME-SERIES DATABASE

Time-Series at Scale

Optimized for the high velocity and volume of modern building automation data.

PostgreSQL

Battle-tested relational database
High speed database for BAS history

TimescaleDB

Time-series extension optimized for high-volume sensor and alarm data
Garnet cache for low-latency BAS data

Garnett

Next-gen, Redis-compatible caching. Ultra-low latency with enterprise-grade security.
Millions of records | Sub-second queries | No cloud dependency

ZERO-TRUST ON-PREMISE SECURITY

Security Isn't a Feature. It's the Foundation.

A•IQ was designed for environments where security isn't optional - federal facilities, healthcare, financial institutions. Every layer is locked down.

Authentication

FusionAuth - Enterprise identity management
Role-based access control
SSO-ready architecture

Secrets Management

OpenBao - Secure secrets storage
No hardcoded credentials
Encrypted at rest and in transit

Transport Security

SSL/TLS everywhere - API to API, client to server, service to database
Certificate-based authentication
Nginx SSL termination

Deployment

On-premises - Your data never leaves your network
No cloud dependency
Air-gap capable

EDGE MACHINE LEARNING & ANOMALY DETECTION

Local ML. Full Control.

A•IQ's machine learning runs locally on your infrastructure. No data sent to external APIs. No black-box cloud services. Trained on your data, for your buildings.
  • The Stack:
  • PyTorch - Flexible model development and research
  • scikit-learn - Standard efficient algorithms for clustering and anomalies
  • TensorFlow - Deep learning and neural networks
The Methods:
Anomaly detection (Isolation Forest)
Alarm clustering (K-Means, DBSCAN)
Temporal pattern analysis (LSTM/GRU)
Severity classification (Random Foreset)
Predictive load forecasting (Linear Regression)

FRONTEND

Fluid Analytics. Instant Insight.

Aggregating historical data requires a frontend that can handle weight. A•IQ uses React’s efficient rendering to manage heavy datasets without the drag. Zoom, filter, and pivot through millions of records instantly, delivering deep-dive trends and analytics tools that feel like a native app, not a webpage.
React frontend for BAS visualization
Your Data. Your Building. Your Control.
A•IQ deploys On-Premise for maximum security and zero latency. No cloud dependencies required.
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