?? Securing the Future: GenAI Security Measures for the Modern AI Stack ??
In the era of generative AI, enterprises are facing a critical challenge: security. The very models at the heart of the AI stack are handling vast amounts of sensitive data, employing self-learning methods that are challenging to control, and are vulnerable to a range of threats. The massive growth of AI has widened the surface area open to cyber attacks, making security measures more crucial than ever. Here’s a snapshot of the current market and the promising companies paving the way for safe and scalable deployments:
??? Emerging Technologies to Address Security Challenges:
- Governance solutions like Cranium and Credo AI help organizations create a catalog of AI services, tools, and owners, assessing business risks and security measures.
- Observability tools such as Helicone and CalypsoAI enable organizations to aggregate logs on access, inputs, and outputs to detect misuse and provide full auditability of the solution stack.
- Security solutions focus on providing trust boundaries in model building and consumption, with AI Firewall providers like Robust Intelligence, Lakera, Prompt Security, and Cadea moderating input and output validity, protecting against prompt injections, and detecting sensitive data.
- Threat detection and response solutions like HiddenLayer and Lasso Security work to detect potentially malicious behavior attacking AI models.
?? Addressing Security Needs:
- Federated learning solutions like DynamoFL and FEDML address security needs by training local models on local data samples without needing to centralize and exchange data, only exchanging parameters.
- PII identification/redaction solutions like PrivateAI and Cadea help identify and redact sensitive information from AI model data stores.
- Pre-production code scanning solutions, like the ones Protect AI provides, are paramount when building on top of open-source models that can have thousands of vulnerabilities.
The time to invest in GenAI security measures is now! With the rapid development in this space, security solutions are evolving to tackle the ever-changing cyber threat landscape. If you’re a company building innovative solutions with AI, we would love to connect with you.
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