Key takeaways
- The Varonis Triage Agent is an AI incident responder that investigates alerts like an analyst, gathering evidence and testing explanations.
- With the Triage Agent, MDDR analysts respond to malicious activity more quickly.
- The agent maintains a production recall rate above 96%, reliably surfacing real threats without burying them in false-positive noise.
The average security analyst has minutes to figure out whether a login attempt is a valid employee attempting to gain access or an attacker already inside the network. Every second spent gathering context — checking identity history, cross-referencing data access, ruling out false positives — is a second an attacker can use to move laterally and widen the blast radius of their reach.
Varonis Managed Data Detection and Response (MDDR) service is built to close that gap with a team of dedicated security experts who monitor customer environments around the clock, investigate alerts, and respond to real threats before they escalate.
To stay ahead of threats, including attackers armed with AI, the MDDR team continues to innovate with AI, most recently with the Varonis Triage Agent.
What is the Varonis Triage Agent?
The Varonis Triage Agent is an automated AI agent trained to operate as an incident responder and amplify MDDR’s ability to respond to threats decisively. Developed by security researchers and data scientists at Varonis, the agent weighs numerous signals, including identity behavior, data sensitivity, and login patterns, against the context of Varonis’ extensive repository of security incidents. The result enables the MDDR team to act even more quickly.
Varonis MDDR analysts have used agentic AI since early 2025 to help prioritize alerts to match the speed and scale of automated attacks. Just like an incident responder, the Triage Agent gathers evidence, considers alternative explanations, and analyzes signals for patterns against more than 300 threat scenarios.
It's just one of the innovations that makes Varonis MDDR one of the most effective ways to keep your data continuously protected.
How much faster does the Triage Agent make detection and response?
The Triage Agent works alongside MDDR analysts, beginning the investigation earlier, connecting evidence across the environment, and giving analysts a well-constructed starting point rather than a blank page. That means analysts spend less time gathering evidence and connecting dots and more time acting on it.
With the Triage Agent, MDDR analysts can respond to malicious activity twice as fast.
In production, Varonis has measured:
- Up to 100% improvement in analyst efficiency.
Up to 100% improvement in analyst efficiency.
- A production recall rate above 96%, meaning the agent reliably surfaces real threats rather than burying them in noise.
A production recall rate above 96%, meaning the agent reliably surfaces real threats rather than burying them in noise.
For customers, the practical effect is a faster path from signal to resolution.
How the Triage Agent investigates an alert
Rather than scoring an alert in isolation, the Triage Agent investigates the way an experienced analyst would: forming a hypothesis, gathering evidence, testing benign explanations, and changing direction when the facts don't fit.
In one recent case, that approach let the agent connect a moderate, easy-to-overlook alert to two related alerts from the same day — reconstructing what looked like three isolated spikes into a single, escalating exfiltration attempt spanning over 17,000 file downloads. Learn more about how the agent reached that conclusion in our technical deep dive.
Why the Triage Agent can be trusted in production
This was never simply a prompting project. The orchestration, tools, and data foundation all mattered, but the system only became useful once those pieces were grounded in the investigative methods of experienced security researchers and tested against real outcomes.
Security researchers identified the questions and relationships that a human investigator checks reflexively. Data scientists translated those lessons into tools, context, guidance, and repeatable evaluation workflows. The shared loop between those disciplines — run, inspect, correct, measure — moved the agent forward.
The goal isn't to replace human judgment. It's to move analysts away from manually gathering context and toward reviewing evidence, making consequential decisions, and containing threats before the damage spreads.
What’s next for Varonis MDDR
Alert volumes aren't slowing down. If anything, attackers using AI of their own are pushing them higher. The Triage Agent gives Varonis’ MDDR experts room to write broader, more sensitive detection rules without flooding analysts, because the agent absorbs the added volume and filters for what matters.
It's one piece of the ongoing work at Varonis to keep pace with that shift, and MDDR customers get it automatically as part of the service.
Nolan Necoechea Nolan Necoechea is a product marketing strategist at Varonis. He has spent more than a decade working with data and AI innovators.
