We make model theft
futile.
On-device AI has a fundamental security flaw
We know that all AI will be on-device in the coming years, and the biggest blocker to achieving this dream is not the on-device models or the hardware. It's the security.
All standard ML inference libraries (LiteRT, Core ML) are vulnerable to model theft via runtime weight extraction. This is because model weights must be decrypted into RAM before being processed by the interpreter.
This means highly valuable AI models can easily be stolen via common methods such as Frida code injection, circumventing any at-rest security.
Niter Edge closes the gap
Our multi-layered security is robust against both at-rest and runtime inference attacks, a level of protection not possible with any known security solution.
Combined with a secure-by-design realtime inference engine, the resources needed to extract or duplicate your model far exceed its commercial value.
Niter Edge
What you get and how it integrates.
Hardened deployment, drop-in integration
Niter Edge is a tool that can take any on-device model and build a hardened deployment package that can easily be integrated into your existing apps and products. Multi-layered protection covers both at-rest and runtime, so the inference path is no longer the soft target it is in standard ML libraries.
- ✓ Protection against runtime extraction, not just at-rest theft
- ✓ Drop-in integration with your existing apps and products
- ✓ Works with any on-device model
- ✓ Removes cloud-infrastructure dependency for AI workloads
Capabilities
What you get when you ship a model with Niter Edge.
Hardened Packaging
Take any on-device model and ship it as a hardened deployment package: a drop-in artefact your existing app integrates without re-architecture.
Anti-Extraction
Prevent model theft with runtime integrity checks, obfuscation, and tamper detection. Your IP stays protected on any device.
Data Privacy
All processing happens on-device. No data leaves the device, no cloud dependency. Full compliance with privacy regulations by design.
About Niter
We believe AI should run where your data lives: on the device. Niter Edge unlocks lucrative on-device AI, removing the dependency on expensive cloud infrastructure and keeping your models yours.
Get in touch
Want to move your AI to the edge? Let's talk.