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Test and Strengthen AI Models Against Real-World Attacks

Unified adversarial framework to test, analyze, and secure AI models against evolving threats across vision and language modalities.

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Vision based AI
Adversarial Data
AI Model Security

Why it Matters 

Adversarial Training Data

According to research, up to 30% of AI breaches in 2025 could stem from adversarial data poisoning or manipulation.

Unified Model Protection

Secure both vision and language models under a single framework.

Advanced Vulnerability Detection

Identify hidden weaknesses using adaptive, dynamic attack strategies.​

Future-Ready AI Compliance

Stay ahead of emerging AI regulations with robust adversarial defenses.

Attack Simulation for AI

How it Works

Using LensAI servers, generate adversarial data both on-premise and in the cloud

Adversarial attacks affect model predictions (especially in healthcare and vision models)

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Patch-level classification of cancer in histopathological images

lensai  Modules

Secure AI Models

Adversarial Dataset Generator

Attack Simulation for AI
Healthcare AI Security

Secure Training Integration

Healthcare AI Security

Reporting & Insights

Why this works

Generate adversarial datasets to protect your vision-based AI from attacks. Our open-source community ensures continuous innovation, keeping your models secure and future-ready.

Generate adversarial datasets to identify and fix vulnerabilities early.

Tailored for imaging and sensor data to ensure accurate, reliable outputs.

Stay Compliant and future proof against emerging AI regulations.

Contribute and thrive with a global community on GitHub

Model Security

Model Scanning Library is designed to ensure the integrity and security of machine learning models. 

AI Reliability and Trust

Prevent Malicious Code Injection

Edge AI Protection

Ensure Model Consistency

Data Poisoning Prevention

Protect Model Memory

Secure ML Pipelines
Computer Vision Security
ML Security Compliance

Realtime Sampling

Wide range of built-in techniques for sampling data where the model is most uncertain.

Secure ML Pipelines

Reduce datatransfer cost significantly

AI Threat Mitigation

Keep your model updated always with the latest data

Our Solution 

  • Test and re-train your models 

  • Seamless Integration

  • Run attack simulations 

lensai automatically generates tailored adversarial datasets to expose your model’s weak points. By training on these “worst-case scenarios,” your vision models learn to detect and resist attacks before they happen.
Open-Source AI Defense

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