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For decades, software automated manual work. AI evolved software to synthesize information, generate content, and accelerate decisions.
Now, the enterprise is shifting from assistance to action.
AI agents are beginning to reason, invoke tools, and execute complex workflows autonomously. That fundamentally expands enterprise capability. It also compresses operational risk, because a bad decision or a compromised agent now propagates at machine speed.
The enterprise is becoming agentic. The question is whether your cyber resilience is ready for that shift.
For decades, cybersecurity operated on a human clock: a signal fires, an analyst investigates, a decision is weighed, and an operator acts. That model assumes defenders can keep pace with attackers. Today, lateral threats break out in 39 seconds, as Rubrik CEO Bipul Sinha shared at Rubrik’s FORWARD event in June of 2026.
You cannot out-investigate AI-speed attacks with human minutes. Cyber resilience must become agentic too. That’s the job of Rubrik AI, the industry’s most comprehensive cyber resilience agent. Rubrik AI protects the enterprise from emerging AI-powered threats.
The Four Pillars of Agentic Cyber Resilience
Rubrik AI moves security from passive conversation to proactive execution. It operates directly across your data, identity, and application layers through four core capabilities:
It Discovers: Rubrik AI continuously surfaces anomalies and security signals across data, identity, and applications before teams know where to look. While generic agents start from zero context, Rubrik AI grounds its reasoning in your full security posture.
It Reasons: Rubrik AI diagnoses root causes and plans multi-step resilience responses at the speed of the threat. It evaluates deep data and identity context to rapidly pinpoint what happened, what is exposed, and how to recover.
It Acts: Rubrik AI executes complex workflows based on stated intent. Instead of handing homework back to an operator, it composes native platform skills to deliver end-to-end outcomes.
It Collaborates: Rubrik AI extends Rubrik intelligence far beyond our console, allowing third-party tools and external agents across your enterprise to tap into our data, context, and capabilities on demand.
Rather than relying on one monolithic model, Rubrik AI runs on a multi-agent architecture where specialized agents handle discovery, reasoning, and execution under a root orchestrator. These agents differ from virtual assistants that simply give you information about the state of your architecture. Rubrik’s agents understand a given situation, formulate a plan and take action to protect your enterprise.
Compounding Your Investment Through Composable Skills
An AI model is only as useful as the data it sees and the actions it can take. Bolting a generic large language model onto a legacy dashboard produces a text box, not an agent.
Rubrik AI is different. We codified a decade of real-world recovery experience into composable agent skills. Every capability you already rely on becomes an on-demand skill the agent can sequence and execute:
Agentic Recovery: Automated scoping and surgical sequencing can restore your critical business operations first.
Agent Collaboration: Tap into RSC platform via MCP for near-real-time blast-radius analysis and recovery recommendations.
Instant Visibility: View on-demand data mapping and visual compliance reporting without manual script building.
Autonomous Diagnostics: Proactive root-cause correlation and automated error resolution give you powerful analysis of your architecture.
Once you state the business outcome you need, Rubrik AI will compose the required skills, sequence the operations, and execute the fix. As the platform and skills ecosystem expand, the agent’s capabilities compound with them. The result is not a fixed set of AI features, but an architecture in which the underlying platform continually makes the agent more effective.
It Collaborates: Introducing Rubrik MCP
Enterprises will not run a single agent, they will run an ecosystem: a security agent investigating an alert, a service management agent opening a ticket, or a custom agent built for a specific team’s workflow.
Each of these agents need Rubrik’s answers, but none of them should need Rubrik’s credentials.
That is why we built Rubrik MCP. It exposes Rubrik Security Cloud (RSC) as a set of standardized tools that any Model Context Protocol (MCP) compatible agent can discover and call: full read access to protection, anomaly, and compliance intelligence, plus a curated set of confirmed write actions.
The same roles-based access control that governs the console governs every call. Rubrik MCP authentication goes through RSC via a service account, with no shortcuts around the access model your team already trusts.
Consider what that would look like during an active incident. Today, an analyst must stop, log into Rubrik, and manually relay data back to a ticket. With Rubrik MCP, a ServiceNow agent queries RSC directly over open standards: “What is the last clean recovery point for this host, and what is the blast radius?” RSC evaluates its data and identity graph and returns the clean recovery state in hours, not weeks, without human intervention or credential handoffs.
The platform stops being a destination you have to visit and becomes an intelligence layer any agent in your environment can call on. Rubrik MCP will be generally available on September 30, 2026.
Built for Every Surface, Proven in Production
Rubrik AI meets technical teams where they already work:
Agentic UX: Natural-language interaction, blast-radius visualization, and automated recovery plans inside Rubrik Security Cloud
MCP: RSC interfaces that let third-party and custom agents query Rubrik intelligence safely
This is not a research project. Rubrik IT runs Rubrik AI as its primary internal reference deployment. More than one in three customers have already opted into Rubrik AI features, and design partners have already oversubscribed early access to it.
“Rubrik AI has honestly made my life so much easier,” says Mpho Mongalo, Senior Backup Specialist at Datacentrix. “Mornings used to be a drag, spent hunting through pages of failure logs to figure out what went wrong overnight. Now, I just open Rubrik and get an instant, clear summary that explains exactly why a backup failed and how to fix it.”
Governed Autonomy: Removing Human Work, Not Human Control
Fast execution must never mean uncontrolled autonomy. Rubrik Agent Cloud governs Rubrik AI by design:
Strict RBAC Parity: The agent can never view data or perform actions the underlying user lacks permission to access.
Human-in-the-Loop Guardrails: Destructive or state-changing actions require explicit user confirmation.
Full Auditability and Reversibility: Rubrik AI logs every agent call with timestamps, user context, and agent identity. If unexpected changes occur, Agent Rewind lets teams undo agent actions against protected data.
The goal is not to remove humans from the loop. It is to remove humans from manual grunt work while keeping control where judgment matters most.
See Rubrik AI Live at the AI and Identity Summit
The enterprise is becoming agentic. Cyber resilience must become agentic too.
Ready to see Rubrik AI in action? Join us on September 15, 2026, for Rubrik’s AI and Identity Summit.
Watch live technical demonstrations from our engineering leadership, hear directly from early customer deployments, and discover how to deploy Agentic Cyber Resilience across your enterprise.
Register for the AI and Identity Summit →
DISCLAIMER
Any unreleased services or features referenced in this blog are not currently available and may not be made generally available on time or at all, as may be determined in our sole discretion. Any such referenced services or features do not represent promises to deliver, commitments, or obligations of Rubrik and may not be incorporated into any contract. Customers should make their purchase decisions based upon services and features that are currently generally available.