Lossless Compression
for AI Models
Shrink AI infrastructure footprints by 3x while preserving bit-exact accuracy, determinism, and performance.Run frontier AI anywhere.
Why Koolify?
The breakthrough the AI industry needs. Purpose-built lossless compression that solves the bottleneck the entire ecosystem is straining against.
True Lossless Compression
The only solution that maintains bit-exact accuracy. Preserves determinism and training stability with zero compromise on model behavior.
Massive VRAM Savings
Demonstrated 3x compression ratios on production models. Compress 1.4TB models to 500GB without losing a single bit of accuracy.
Drop-in Integration
Fast adoption path with minimal integration burden. Works seamlessly with PyTorch, TensorRT, JAX, and ONNX frameworks.
AI Anywhere
Enable frontier-scale models to run on edge devices and consumer hardware. The future of AI is lightweight and portable.
Reduce Infrastructure Costs
Cut GPU requirements and infrastructure costs dramatically. Run more models on fewer resources without sacrificing quality.
Privacy & Security
Enable local-first AI that doesn't rely on cloud. Keep sensitive data and inference on-premise with full control.
How It Works
The first lossless compression engine purpose-built for AI model tensors. No compromises, no trade-offs.
The Problem
Modern AI models require hundreds of gigabytes to terabytes of GPU memory just to run. Training requires even more.
The industry has tried quantization and lossy compression, but these introduce unacceptable trade-offs:
- ✗Reduced precision breaks determinism
- ✗Altered behavior destabilizes training
- ✗Compromises break trust in production
The Koolify Solution
Koolify delivers the breakthrough: lossless tensor compression that shrinks infrastructure footprints by multiples while preserving:
- ✓Bit-exact accuracy - Every computation produces identical results
- ✓Determinism - Reproducible results across deployments
- ✓Performance - Zero latency impact on inference
Compression Methods Compared
| Method | Accuracy | Determinism | Training Stability |
|---|---|---|---|
| Quantization | Reduced | Compromised | Destabilized |
| Lossy Compression | Altered | Lost | Unstable |
| Koolify | Bit-exact | Preserved | Stable |
Works with your existing tools
Built for Every Scale
From the largest datacenters to the smallest edge devices, Koolify enables AI deployment where it was never possible before.
Frontier Model Labs
Train and deploy larger models with existing infrastructure. Push the boundaries of AI research without proportionally scaling compute costs.
Hyperscalers
AWS, Azure, GCP - optimize cloud AI services and reduce operational costs while maintaining service quality for millions of users.
Enterprise AI
Finance, Healthcare, Government - deploy AI on-premise with full data control. Meet compliance requirements without sacrificing capability.
Edge AI & Robotics
Bring frontier-level intelligence to autonomous systems. Enable smarter robots and edge devices with models that previously required datacenter-scale resources.
The Vision: AI Anywhere
We're building toward a future where full-scale LLMs can run anywhere—even on devices as small as a Raspberry Pi.
Let's Connect
Ready to transform your AI infrastructure? Whether you're exploring enterprise partnerships, seeking technical details, or just curious about what's possible—we'd love to hear from you.
Email Us
info@koolify.aiLocation
3250 NE 1st Ave Unit 305
Miami, FL 33137
Response Time
We typically respond within 24 hours