Imagine you're the Chief Data Officer at a leading enterprise. Your team is excited about the potential of Generative AI (GenAI) to augment business processes and drive efficiency. But with great power comes great responsibility, and the security of the vast amounts of sensitive data used, duplicated, and generated by AI becomes a pressing concern.
One day, as you prepare for a critical board meeting, you receive an urgent alert: a data exfiltration incident involving one of your AI models. Sensitive customer information has been exposed due to a privilege escalation vulnerability. Panic sets in. How could this have happened? How can you prevent it from happening again?
Discover, Protect, Govern: Your AI Data Protected at Every Step
The Journey Begins: Data Discovery & Classification
Your first step is to understand your landscape. Dasera's platform scans your training, fine-tuning, and RAG (retrieval-augmented generation) data stores. It identifies and classifies sensitive data, ensuring no critical information is overlooked. With sensitive data redacted from GenAI interactions, including prompts and responses, you start to see a more transparent, safer picture of your AI data.
Continuous Monitoring: Data Access Governance
As you dive deeper, Dasera provides real-time alerts on sensitive data access risks. You realize that the incident resulted from unauthorized access that could have been flagged much earlier. With these alerts, you can now act swiftly, preventing potential data breaches before they occur.
Privacy Assurance: Secure Data Handling
Dasera's platform goes further by implementing policies to redact sensitive data from AI interactions. This means that data cannot be misused or exposed even if it is accessed, which is invaluable for peace of mind.
AI Inventory
Automatically discover all AI applications and models within your enterprise. This proactive approach ensures you stay ahead of potential vulnerabilities and maintain a secure AI ecosystem.
Addressing GenAI Data Security Issues
With Dasera, you tackle the core issues head-on:
- Visibility into AI Usage: No more blind spots. You gain a comprehensive understanding of AI usage and privilege escalations.
- Mitigating Hallucinations: Ensuring the accuracy of AI outputs becomes a standard practice.
- Preventing Data Exfiltration: Your IP and sensitive information remain safeguarded.
- Privilege Escalation Protection: User roles and accesses are meticulously monitored and managed.
- Bias Detection: Fairness and inclusivity in AI models are consistently ensured.
The Process: How It Works
- User Prompt: Embedded with sensitive data? Dasera’s got it covered.
- Enterprise Data: Tokenized, embedded, and securely stored.
- Response Management: Contextual and secure responses.
The result is a secure, compliant, and efficient AI operation that aligns with your organization’s goals.
Why Choose Dasera?
Unified Security for AI & Data Governance
Dasera provides comprehensive coverage, integrating data discovery, classification, access governance, and privacy-preserving technologies into a unified platform.
Regulatory Compliance
Stay ahead of regulations with continuous updates to adapt to new laws and emerging threats. Ensure compliance with GDPR, HIPAA, PCI, CCPA, and other relevant data protection laws.
Advanced Threat Protection
Dasera offers proactive detection with real-time visibility into threat levels. Adaptive policies tailored to your business needs enhance the precision and effectiveness of your threat protection strategy.
Unlock AI Potential with Confidence. Trust Dasera.
As you finish preparing for the board meeting, you feel a renewed sense of confidence. With Dasera’s Automated Data Security & Governance platform, you know that your AI data is protected at every step. You can now focus on data as a business driver and be secure in knowing that your data governance is in expert hands.
For more information, go to our AI Data Security page