The unique knowledge graph Jalil refers to is called the “Data Command Graph.” This capability, Jalil notes, is built on Securiti’s ability to discover “sensitive data and AI systems across a range of public cloud, data cloud, on-prem or private cloud, and SaaS applications – leveraging hundreds of built-in classifiers and over 400 native connectors.”

This graph will reportedly provide granular insights–down to the file, column, row, or CLOB level, supporting “billions of nodes”. This feature can help process huge amounts of unstructured data (on top of structured data) that organizations usually need to train smart models on.

Conversation-aware LLM firewalls

As businesses deploy GenAI solutions at scale, large language model (LLM) firewalls are becoming extremely relevant as a tool for securing AI interactions, such as detecting and blocking unauthorized data access and anomalous behavior. There are several LLM firewall vendors, including Open AI, Nvidia, Anthropic, and Scale AI.