The adversarial test bench for production AI
One platform to find and fix vulnerabilities across computer vision, audio, and sensor systems, before input noise or cyber actors do.
Why Mirage
Six products, one platform
One run-orchestration layer across vision, audio, text, and signal. A red-team pipeline running today; autonomous-systems evaluation on the roadmap. Tap a product to expand it.
The window is open, briefly
From advice to action
A wrong prediction used to be a suggestion a person could catch. Now the model acts on it: it steers the drone, clears the transaction, flags the target. The cost of a single failure has changed category.
The weights are already public
The same open models that accelerate you hand an adversary a perfect offline copy. They can rehearse an attack a thousand times, at zero cost, before they ever touch your system.
Accuracy was hiding it
Robustness has never blocked a launch, because the failures do not appear in a benchmark. They appear when someone goes looking. That someone is now well-resourced and patient.
See it attack a live model
The interactive platform runs 10+ attack methods across vision, audio, text, and network models, with pluggable attack backends and autonomous ONNX testing.