The security industry spent two decades building faster detection—shorter alert times, better dashboards, and more analysts watching more screens. The assumption underlying all of it was that human speed was sufficient: if you could see the threat fast enough, a person could respond in time.
That assumption no longer holds.
AI agents don't pause for shift changes or wait for a ticket to be triaged. When an attacker deploys an agent, it moves through an environment at machine speed—reading, reasoning, and acting—before a human analyst has finished reading the alert. The tools that served defenders well for twenty years were designed for a world where the attacker was a person. That world is behind us.
Rubrik AI is how we respond to the world we're in now.
Why Agentic Is the Only Answer to Agentic Threats
The release of Anthropic's Claude Mythos demonstrated something the security industry could no longer treat as theoretical: autonomous AI systems can now discover vulnerabilities, build working exploits, and chain attacks together without human guidance. Capabilities that once required nation-state resources are becoming available at commodity scale and the window between vulnerability discovery and widespread exploitation is compressing rapidly.
This creates a problem that no amount of additional human headcount can solve. When an AI-led attack moves faster than a human, the human is no longer the right unit of response. Detection still matters, but detection alone—delivering an alert that sits in a queue—no longer holds the line.
What organizations need is a defense that operates at the same speed as the threat and that means deploying an agent that doesn't wait to be told what to do.
Introducing Rubrik AI
Today, at Rubrik Forward, we are announcing Rubrik AI: a new agentic-first experience across Rubrik Security Cloud and Rubrik Agent Cloud that transforms how organizations achieve cyber resilience.
Rubrik AI is not a chatbot bolted onto an existing product. It is a fundamentally different mode of interaction with the Rubrik platform. Organizations define the outcome—recover clean, contain the blast radius, restore the business—and Rubrik AI reasons over their environment and acts autonomously to deliver the desired result. The logic, the sequencing, and the decisions are all handled at machine speed, without waiting for a human to work through each step manually.
Rubrik built this on an API-first foundation that has been in production since day one, which is what makes agentic operation possible at enterprise scale. Every surface the platform protects is already addressable, already instrumented, and already ready to be acted on.
One Agent, Every Surface.
Rubrik AI operates as a single agent across Rubrik Security Cloud and Rubrik Agent Cloud. That scope matters because threats don't respect product boundaries. An attacker exploiting a compromised agent can move from a developer pipeline into cloud infrastructure into identity systems in a single sequence of actions. A defense that only covers one of those surfaces isn't a real defense.
With Rubrik AI in Agentic Mode, the agent reasons across data, identity, and every agent an organization has deployed—treating them as a unified environment rather than isolated silos. It sees what those agents are doing, understands the relationships between them, and can act across all of them when the situation demands it.
Guardrails That Move as Fast as the Agent
Speed without control is not a security capability—it is a liability. This is the central challenge every organization faces when deploying autonomous systems: the same autonomy that makes an agent fast also makes it dangerous if something goes wrong.
Rubrik AI addresses this directly with Agentic Guardrails built into Rubrik Agent Cloud. Every autonomous action the agent takes is auditable, attributable, and reversible.
This is not a soft promise—it is a design constraint. Before Rubrik AI acts, it knows whether that action can be undone. If it cannot, it surfaces the decision for human review rather than proceeding unilaterally. The guardrails don't slow the agent down on routine operations; they create a hard boundary specifically around the actions that carry real risk.
This architecture is what makes it possible to run an autonomous agent in a production enterprise environment without requiring a security team to watch every move.
The capability that matters most when an incident is already underway is orchestrated recovery. Multi-step recovery sequences—restoring systems in the right order, from a known-clean point, with the right dependencies in place—are among the most complex and time-consuming operations a security team performs under pressure. Done manually, they take weeks because the process requires coordinating dozens of decisions across systems that weren't designed to talk to each other. Meanwhile the clock is running.
Rubrik AI runs those sequences autonomously. It identifies the last known clean state, builds the recovery plan from the application dependency map, and executes the steps in sequence—compute, network, data—without waiting for human sign-off at each stage. What once took human teams weeks now completes in minutes.
That is not a marginal improvement: it is the difference between a breach that disrupts a business and one that ends it.
The Platform That Runs at the Speed of the Threat
Rubrik has spent more than a decade building the data foundation that makes agentic cyber resilience possible: immutable backups, SLA-driven governance, air-gapped recovery, and continuous threat monitoring across every workload. Rubrik AI is what that foundation has been building toward—and the threat now has an agent, so your platform does too.
Rubrik AI is generally available today. To learn more, contact your Rubrik account team.