Harden Your AI
Against Invisible Attacks
Even the most advanced AI models can be fooled. Perturb helps you discover vulnerabilities before attackers do.
AI Models Are More Fragile Than You Think
A single pixel changed. A whisper of noise. That's all it takes to make state-of-the-art models confidently misclassify, leak data, or behave unpredictably in production.
Adversarial perturbations are invisible to humans but catastrophic to neural networks. Perturb makes these attacks visible before they reach your users.
Three steps to resilient AI
Submit Your Model
Upload your AI model or connect via API. Define your evaluation surface and threat profile.
Global Miners Attack
Hundreds of incentivized miners race to discover adversarial examples that break your model.
Harden & Deploy
Receive a robustness report, attack vectors, and retraining datasets to strengthen your model.
A new layer of defense
Everything you need to evaluate, harden, and ship AI you can trust.
Decentralized Network
No single point of failure. A global subnet of miners continuously probes your models.
Incentivized Attackers
Bittensor rewards aligned with finding real, exploitable vulnerabilities — not synthetic ones.
Continuous Hardening
Your models are evaluated 24/7 as new attack techniques emerge across the network.
Automated at Scale
From a single classifier to massive multi-modal LLMs — Perturb scales with your stack.
Real-World Simulation
Black-box, white-box, and transfer attacks that mirror how adversaries operate in production.
Actionable Insights
Robustness scores, vulnerability heatmaps, and hardening datasets ready for retraining.
Mission control for AI robustness
A single dashboard to monitor attacks, scores, and hardening progress across every model you ship.
Let's talk security
Whether you're shipping a model to production or running a research lab, we'd love to hear from you.
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Secure Your AI
Before It's Too Late
Join the network hardening the next generation of AI systems.
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