QuantumFold | Atri Ai

QuantumFold™

Patented model compression technology that makes AI faster, lighter, and edge-ready.

QuantumFold™ is Atri AI’s patented compression technology, co-developed with IIT Madras, designed to overcome the limitations of cloud-heavy AI.By making deep learning models smaller, faster, and more efficient, QuantumFold™ enables AI to run directly on compact edge devices without losing accuracy.

More Information

Why It Matters

Traditional AI models are GPU-hungry, expensive, and hard to scale.
QuantumFold™ removes this barrier by enabling real-time inference at the edge.
Proven to deliver sub-second decision-making in mission-critical environments — from highways and cities to factories and defense zones.

Key Features

High Efficiency → Compresses AI models without sacrificing accuracy.
Real-Time Inference → Enables decisions in milliseconds.
Lightweight Deployment → Optimized for Jetsons, CPUs, and hybrid systems.
Scalability → Runs across 10 to 10,000+ devices seamlessly.
Interoperable → Works with ONVIF-supported, multi-vendor camera systems

Benefits

Performance: Field-tested on millions of frames in live environments.
Cost Savings: Cuts GPU and cloud dependency, reducing operational costs.
Security: Localized processing keeps sensitive data safe.
Scalability: Proven across cities, highways, borders, and strategic infrastructure.

Backed by Innovation

QuantumFold™ is part of Atri AI’s innovation journey:

Joint patent with IIT Madras for efficient edge AI deployment.
Integrated with Atri EdgeOS™ for maximum performance.
Recognized as a core breakthrough in scalable edge AI.

Use Cases Powered by QuantumFold™

How QuantumFold™ Works

Proven Performance

Smart Mobility → Traffic enforcement, congestion detection, lane monitoring.
Public Safety → Threat detection, perimeter security, anomaly detection.
Retail & Industry → Customer analytics, quality control, workplace safety.
Smart Cities → Fire/smoke detection, waste monitoring, smart parking.
Defense & Borders → Intrusion detection, drone-assisted surveillance.

Compress Models → Large AI models are folded into lighter, efficient forms.
Deploy on Edge → Runs on Atri EdgeOS™, optimized for local processing.
Sub-Second Inference → Delivers actionable insights instantly.
Seamless Integration → Outputs structured data (JSON/CSV) for existing systems

98%+ Detection Accuracy in complex environments.
30% Reduction in Incidents across deployments.
25% Efficiency Gains for clients through automation.