--- title: "Cyber Resiliency for AI and Ransomware Recovery | Blog | Commvault" type: "BlogPosting" language: "en-US" url: "https://www.commvault.com/blogs/cyber-resiliency-ai-ransomware" date: "2026-09-01T07:27:27-04:00" modified: "2026-09-01T07:27:27-04:00" description: "Build cyber resiliency with Commvault Cloud, Commvault Cleanroom, AirGap, and AI-assisted recovery to help withstand ransomware and AI-era disruption risks. " image: "https://www.commvault.com/wp-content/uploads/2026/07/Thumbnail_Blog_Agentic-Ransomware-Attack.png" authors: - name: "Sam Curcuruto" jobTitle: "Director, Product Marketing, Commvault" breadcrumbs: - name: "Commvault Home" url: "https://www.commvault.com/" - name: "Blogs" url: "https://www.commvault.com/blogs" - name: "Cyber resiliency ai ransomware" --- # Cyber Resiliency for AI and Ransomware Recovery ## What Cyber Resiliency Looks Like in the Age of AI and Ransomware Learn how cyber resiliency combines AI-assisted data security, automation, clean recovery, and ransomware readiness across hybrid environments. **Sam Curcuruto**, Director, Product Marketing, Commvault Published September 1, 2026 --- - [Key Takeaways](#takeaways) - [Cyber Resiliency Changed](#one) - [AI Changes Ransomware](#two) - [Clean Recovery](#three) - [Commvault Helps](#four) - [Before the Next Attack](#five) - [FAQs](#faq) - [Resources](#resources) --- --- ## Key Takeaways: Cyber Resiliency Vs. AI Ransomware Cyber resiliency now requires trusted data, validated recovery workflows, identity readiness, and automation that can keep recovery aligned with AI-era ransomware risk. - Ransomware remains a core resilience test because recovery depends on more than backup availability. Organizations need immutable and indelible copies, isolated recovery environments, and tested workflows that can help restore critical services from trusted data. - AI can increase both operational value and data exposure. Cyber resiliency must account for AI models, pipelines, prompts, logs, and data stores so teams can govern access, classify sensitive data, and recover AI-dependent processes. - Clean recovery is now a decision problem. Teams need to know which data is trusted, which systems come back first, and how identity, applications, and data dependencies affect restoration across hybrid and multi-cloud environments. - Commvault® Cloud supports cyber resiliency through capabilities such as Commvault Cleanroom™; Commvault AirGap; Risk Analysis; Identity Resilience for Active Directory, Entra ID, and Okta; and AI-assisted recovery workflows. #### Ready to get started? [Get a demo](/request-demo)[Contact sales](/contact-us) --- A resilient organization can continue or restore critical operations when ransomware, AI-related data exposure, or infrastructure compromise disrupts normal systems. That requires trusted backups, isolated recovery environments, identity recovery, data risk visibility, automation, and tested workflows that help prove which services can return first and how safely. --- --- Ransomware no longer tests backup strategy alone; it tests whether the business can reassemble trusted operations under pressure. AI adds another layer of complexity because more decisions, workflows, and customer experiences now depend on data pipelines, models, prompts, embeddings, and distributed cloud services. The attack surface is expanding while recovery expectations are becoming more precise. [IBM’s 2026 Cost of a Data Breach Report](https://www.ibm.com/reports/data-breach) found that 92% of organizations reporting an AI-related breach lacked proper AI access controls, and that ransomware or extortion incidents averaged $5.12 million USD when disclosed by an attacker. Verizon’s [2026 DBIR](https://www.verizon.com/business/resources/reports/dbir/) also reported that ransomware appeared in 48% of breaches, while attacker use of generative AI is affecting targeting, initial access, and malware development. A resilient organization must be able to identify exposed or compromised data, recover identity services, restore prioritized workloads, and validate that recovered systems are clean enough to support the next business action. --- --- ## Why cyber resiliency has changed Cyber resiliency used to be described mainly in terms of recovery speed. That is still important, but it is no longer enough. In a ransomware incident, teams have to answer harder questions before they restore: - Which data is clean? - Which systems are required for minimum viable operations? - Which identity services need to come back first? - Which dependencies could reintroduce malware, corrupted data, or unauthorized access? This is where cyber resiliency becomes broader than backup and recovery. It connects data protection, data security, identity recovery, incident response, and operational validation. The goal is not simply to bring systems back online. The goal is to restore trusted business function in the right order, with evidence that the recovery path has been tested. --- > 77% > > of system intrusion-pattern breaches involved the use of ransomware Source: Verizon 2026 Data Breach Investigations Report --- The shift is also organizational. Ransomware recovery requires coordination across infrastructure, cyber teams, application owners, legal, communications, and business leadership. Technical teams need recovery runbooks that reflect real business priorities, not just infrastructure diagrams. Executives need evidence that impact tolerances are realistic. Operators need an environment where they can test recovery without putting production systems at risk. That is why modern cyber resiliency depends on continuous validation. It asks organizations to define critical services, protect the data and configurations those services depend on, and rehearse recovery before an incident forces those decisions in real time. In practice, that means using capabilities such as immutable storage, isolated recovery, malware and anomaly detection, and workload-aware recovery orchestration to make recovery more predictable when conditions are least predictable. --- --- ## How AI changes ransomware readiness AI changes cyber resiliency by increasing the amount of business-critical data that must be governed, protected, and recoverable. AI applications depend on training data, retrieval-augmented generation sources, vector stores, model outputs, prompts, logs, and API-connected workflows. Each element can create new exposure if access control, classification, and recovery planning do not keep pace. Attackers are also using AI to increase scale and precision. IBM reported that 25% of breaches involved attacker use of AI, a whopping 56% increase over last year. Most of those attacks employed AI-generated phishing and deepfake impersonation. Verizon’s 2026 DBIR describes threat actors using generative AI in targeting, initial access, vulnerability research, and tool development. The practical takeaway is that recovery planning has to assume faster and more adaptive attack paths. --- > 25% > > of successful breaches used AI, with deepfakes now accounting for 45% of attacks Source: IBM Cost of a Data Breach Report 2026 --- For defenders, AI is also part of the answer when used with governance. AI-assisted anomaly detection, threat hunting, and recovery intelligence can help teams identify unusual behavior, assess recovery points, isolate compromised files and prevent them from being restored, and prioritize response actions. But those capabilities are most useful when they work from a clear data foundation. Organizations need to know what sensitive data exists, where it is stored, who or what can access it, and whether AI systems are using it appropriately. Commvault capabilities such as Risk Analysis can support that foundation by helping teams discover, classify, and assess data risk. For AI-dependent environments, the resilience question becomes very specific: Can the organization recover the data, systems, and access paths required for AI-enabled operations without restoring compromised or overexposed data? Cyber resiliency has to cover that full chain. --- --- ## What clean recovery requires [Clean recovery](https://www.commvault.com/solutions/cyber-recovery) starts with the assumption that not every backup is safe to restore. Ransomware actors often try to corrupt, encrypt, delete, or tamper with recovery sources before defenders understand the full scope of compromise. That makes recovery a data trust problem. Teams need a way to help identify viable recovery points, isolate recovery activity, scan for threats, and validate restored workloads before returning them to production. There are three essential requirements to move forward with clean recovery: 1. **Resilient backup storage.** Immutable and indelible copies help keep recovery data available within defined retention settings, even if production systems are compromised. Air-gapped architecture adds separation from the affected environment. Capabilities such as [Commvault AirGap](https://www.commvault.com/platform/commvault-air-gap) can help organizations maintain protected backup copies that support ransomware recovery planning. 2. **An isolated place to test and stage recovery.** Restoring directly into production can increase risk when teams are still investigating the blast radius. [Commvault Cleanroom](https://www.commvault.com/platform/commvault-cleanroom) helps support secure, isolated recovery testing, cyber forensics, and recovery staging so teams can validate workloads before broader restoration. 3. **Recovery prioritization.** After a ransomware incident, the question is not only how fast data can be restored, it is which systems need to come back first to support minimum viable operations. Identity services, communications platforms, customer-facing applications, and core data stores may have to be recovered in a specific sequence. This is why cyber resiliency depends on runbooks, automation, and testing. A clean recovery plan must reflect how the business actually operates. --- ![](/wp-content/uploads/2026/08/Thumbnail_Blog-Dangerous-Silos-IDC-Resops-2026-1.png) --- --- ## How Commvault helps support cyber resiliency Commvault Cloud helps support cyber resiliency by connecting data protection, data security, identity recovery, and clean recovery capabilities within a unified platform. That matters because ransomware and AI-era disruption do not respect infrastructure boundaries. Critical data may be spread across on-premises systems, cloud workloads, SaaS applications, endpoints, databases, file stores, and AI data environments. Recovery planning has to span those environments without forcing teams into disconnected workflows. For ransomware readiness, Commvault Cloud can help organizations maintain immutable and indelible backup copies, use air-gapped storage, and stage recovery in isolated environments. Commvault Cleanroom helps teams test recovery plans, conduct recovery validation, and support forensic investigation without relying on production infrastructure. AI-assisted recovery capabilities can help identify cleaner recovery options and improve decision-making during restoration. For data security, Commvault Risk Analysis helps discover and classify sensitive data so teams can understand where exposure exists before and after an incident. This is increasingly important as AI systems consume and generate more data across business functions. For identity resilience, Commvault’s [Active Directory and Entra ID resilience](https://www.commvault.com/platform/active-directory) capabilities help teams recover identity systems that may be required before other critical applications can be accessed and restored. --- > 256 days > > The time to identify and contain breaches involving data across multiple environments. Source: IBM Cost of a Data Breach Report 2026 --- The broader value is operational. Cyber resiliency improves when teams can define recovery priorities, validate clean recovery paths, and prove that critical services can be restored under realistic conditions. Commvault does not replace the need for disciplined incident response or resilience planning. It offers teams platform capabilities that can help make those plans more measurable, repeatable, and executable across hybrid environments. --- --- ## Make cyber resiliency measurable before the next attack AI and ransomware are changing the recovery conversation from “Do we have backups?” to “Can we restore trusted operations in the right order, from trusted data, with evidence that the recovery path works?” That distinction matters because disruption can affect identity, production data, SaaS applications, cloud workloads, AI pipelines, and recovery infrastructure at the same time. Cyber resiliency depends on data risk visibility, resilient backup copies, identity recovery, clean recovery validation, and practiced workflows tied to business priorities. Commvault Cloud brings together data protection, data security, cyber recovery, and identity resilience capabilities across hybrid environments to help support that model. It’s critical to make resilience measurable before the next incident tests it. Teams should take steps now to define minimum viable operations, identify what must come back first, validate recovery in isolated environments, and keep recovery plans aligned with changing AI and ransomware risk. --- ## Frequently Asked Questions How does AI affect resiliency? AI affects resiliency by expanding the data, access, and application dependencies organizations must protect and recover. Models, prompts, pipelines, vector databases, and AI-connected workflows need governance, classification, clean recovery planning, and controls that can help limit sensitive data exposure. Why is clean recovery important? Clean recovery helps teams avoid restoring compromised, encrypted, or corrupted data after a ransomware attack. Capabilities such as Commvault Cleanroom™ help support isolated testing, cyber forensics, and validation so teams can assess workloads before returning them to production environments. How does Commvault help support ransomware recovery? Commvault Cloud helps support ransomware recovery with immutable and indelible backup copies, Commvault AirGap, Commvault Cleanroom, threat detection, recovery orchestration, and cyber recovery testing capabilities that help organizations more predictably restore trusted data and critical workloads after disruptive cyberattacks. How do identity providers and identity systems affect recovery? Identity systems often need to be recovered early because users, administrators, applications, and recovery tools depend on trusted access. Commvault supports Identity Resilience for Active Directory, Entra ID, and Okta recovery to help restore identity services after corruption, accidental deletion, or cyberattack. How can teams help protect backups? Backup protection depends on separation, immutability, and retention controls that remain available when production systems are disrupted. Commvault AirGap provides air-gapped, immutable cloud storage designed to help preserve protected backup data within defined retention settings during ransomware recovery. How should teams prioritize recovery? Recovery priorities should reflect business criticality, data sensitivity, exposure risk, and system dependencies. Commvault [Risk Analysis](https://www.commvault.com/platform/risk-analysis) helps discover, classify, and assess data risk so teams can make more informed protection, investigation, governance, and recovery decisions during incidents. --- ## Build Cyber Resiliency Before Ransomware Tests It [Get a demo](/request-demo) --- ## Related resources ![](/wp-content/uploads/2025/08/Resource_A-Z-Ransomware-Solution-Brief_888x500-2.jpg) Solution ## Cyber Recovery for Your Resilience Commvault Cloud helps enterprises detect threats, validate clean recovery, and restore trusted data after ransomware — faster, with proof. [Learn more about Cyber Recovery for Your Resilience](/solutions/cyber-recovery) ![](/wp-content/uploads/2025/08/ResourceThumb_Smart-Data-Protection_888x50.png) Capabilities ## Commvault AirGap Enhanced cyber protection with air-gapped, immutable cloud storage. [Learn more about Commvault AirGap](/platform/commvault-air-gap) ![](/wp-content/uploads/2025/09/ActiveDirectory888x500-1.png) Capabilities ## Active Directory and Entra ID Resilience When identity goes down, we can help bring it back fast. [Learn more about Active Directory and Entra ID Resilience](/platform/active-directory)