Cloud AI & LLM Inventory: Enhance LLM Security with Total AI | Qualys
Summary: Qualys introduced TotalAI, a product that inventories and monitors cloud-hosted AI services and LLMs across AWS Bedrock, Azure AI Foundry, and Google Vertex AI, using AI fingerprinting to discover models, access paths, configuration states, and connections to sensitive data. Qualys positions it as an extension of its existing CSPM tooling, TotalCloud, adding AI-specific detection for risks such as model manipulation, prompt injection, IP theft, data leakage, and privilege escalation.
Bottom line: The pay-as-you-go model means anyone in your organization can stand up a foundation model in a few clicks, and Qualys is explicit that without discovery those deployments become blind spots your infrastructure-focused CSPM was never built to see.
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