AI Security
AI Protection & Governance: Accelerate AI Adoption with Enterprise-Grade Data Guardrails
The AI revolution has created an unprecedented data security paradox: AI systems need vast amounts of data to learn effectively, yet that same data must be protected from exposure. Organizations racing to adopt AI/ML technologies face critical governance questions-what sensitive data trains their models, who has access to AI training datasets, and whether PII is being fed into third-party AI services without proper controls.
Mage Data enables organizations to accelerate AI adoption while maintaining complete governance over sensitive data. By providing AI-ready data protection across the entire machine learning lifecycle-from data collection through model deployment-enterprises can build accurate models, comply with emerging AI regulations like the EU AI Act, and maintain defensible AI practices without sacrificing innovation speed.
Key Capabilities
AI Protection & Governance Overview
AI Training Data Discovery & Lineage
Identify and classify the sensitive data feeding your AI/ML pipelines while maintaining complete audit trails. Document every transformation applied to your datasets to ensure your models are built on compliant, high-quality data—essential for meeting EU AI Act and DPDP requirements.
Securing AI/ML Workloads & Lifecycle
Protect sensitive information from initial ingestion through to final model deployment. By integrating with platforms like Databricks, SageMaker, and Vertex AI, Mage Data secures the entire ML lifecycle, governing PII in feature stores and protecting real-time inference logs.
Privacy-Preserving Data Preparation
Transform production data into AI-ready datasets using anonymization and synthetic data methods that preserve the statistical patterns essential for model accuracy. This allows teams to iterate quickly with high-fidelity data while completely eliminating PII exposure.
Role-Based AI Data Access
Enforce granular access controls tailored to different AI personas. Ensure that data scientists receive only anonymized datasets, ML engineers access metadata, and third-party vendors work with synthetic data—preventing unauthorized internal exposure of sensitive assets.
GenAI Firewall & Real-Time Prompt Protection
Secure all interactions with external AI tools like ChatGPT and Microsoft Copilot. Our zero-exfiltration firewall provides sub-100ms inspection and redaction of prompts in real-time, preventing intellectual property, source code, and customer PII from leaving your network.
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