Mallory Launches Unified Threat Intelligence and Exposure Management Platform for Security Teams

Las Vegas, NV — Mallory, an AI-native Threat and Exposure Management platform, has announced a new unified context and intelligence layer designed to help security teams combat AI-accelerated cyberattacks. The announcement was made on August 4, 2026.

The architecture consists of three core components: a context graph that correlates attack surface, threat, and vulnerability data; an intelligent reasoning layer that evaluates what matters and why; and a policy and governance layer that routes prioritized work into action according to each customer’s specific rules. This single foundation supports exposure investigation, threat hunting, supply chain risk management, and vulnerability prioritization without locking teams into a fixed workflow.

“Our vision is an intelligent, agentic platform that constantly evaluates whether a threat is actually a risk in your environment, so your team gets a faster, sharper response and spends its time on the risk that matters,” said Jonathan Cran, founder and CEO of Mallory. “The intelligence to hunt threats, prioritize exposures, and build detections all starts from the same data, so it shouldn’t take three tools to make it work.”

The context graph pulls in attack surface and security configuration information, then unifies it with external threat intelligence and vulnerability data using the same underlying pipelines. New CVEs or adversary techniques are correlated against an organization’s actual exposure within minutes, not days. The intelligent reasoning layer determines whether a signal reaches the environment, where it lands, and how much it matters based on real adversary activity rather than a static severity score.

Mallory’s consumption model avoids usage-based AI pricing, instead metering on coverage and outcomes. It supports bring-your-own-key (BYOK), letting teams run on their own model infrastructure or Mallory’s. The architecture is designed to close the gap between threat intelligence and actionable response, rather than solving each problem separately.

Mallory, founded in 2024 and headquartered in Austin, Texas, is backed by Decibel Partners, LiveOak Ventures, and Aviso Ventures. More information is available at mallory.ai.