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Promo Reel: Data Access Governance

AI is rewriting the rules of data risk. Every model, every prompt is a potential exposure point — and most security teams lack unified visibility to keep up.

  • 5 min 07 sec
  • Updated Jan 2026
  • IT Leadership, Security Practitioner
  • Data & AI Security
  • Data Access Governance & AI Security

This demo shows how Commvault helps you discover sensitive data, govern access for users and AI models, and enforce policy automatically across your entire data landscape.

Key Takeaways

  • Discover and classify sensitive data continuously — not just on schedule. Commvault is designed to automatically discover and classify structured and unstructured data across AWS, Azure, Google Cloud, Snowflake, Databricks, and SaaS platforms the moment they are connected, assigning risk scores so your team can better identify where to focus first.
  • Govern data access for both humans and AI models with a single policy. One unified access policy applies masking, redaction, and least-privilege controls across all connected environments — whether the request comes from a user, a service, or an AI model — without requiring separate tools or manual configuration.
  • Intercept sensitive data before it reaches an AI model. Commvault’s policy-aware prompt redaction, powered by Satori, is designed to detect and redact sensitive fields — such as salary, social security numbers, and home addresses — inline, before any data is processed by a large language model, protecting both your users and your AI environment.
  • Demonstrate compliance with a unified audit trail. Every interaction — user queries, AI prompts, applied policies, and redactions performed — is captured in near real time. CISOs and CIOs get a single authoritative record of governance activity, making compliance reviews fast and defensible.

About This Video

Data is the fuel of every modern business — and AI is rapidly expanding the ways it can be accessed, shared, and exposed. Today, 99% of organizations have sensitive data that can be surfaced by AI, and 40% of files uploaded into generative AI tools contain personally identifiable information (PII) or payment card data.

Security and data protection teams are under pressure to govern not just what users can access, but what AI models can see, query, and process. This demo walks through Commvault’s Data & AI Security capabilities, powered by Satori — from connecting cloud environments and discovering sensitive data stores, to enforcing dynamic masking policies and intercepting sensitive prompts before they reach a large language model.

Whether you are a CISO building a responsible AI adoption strategy or a data governance professional managing regulatory compliance across GDPR, HIPAA, and PCI DSS, this demonstration shows how Commvault gives you unified visibility and control across your data landscape.

Ready to get started?

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Frequently Asked Questions

What is data access governance?

Data access governance is the practice of defining, enforcing, and auditing policies that control who — or what — can access sensitive data within an organization. It encompasses user access controls, data masking and redaction, classification, and increasingly, governing how AI models interact with sensitive or regulated data. Effective access governance reduces the risk of exposure, supports regulatory compliance, and enables organizations to adopt AI responsibly.

Why do AI models create new data security risks?

AI models can query, process, and potentially expose sensitive data in ways that traditional security controls were not designed to catch. When employees input regulated information — such as salaries, social security numbers, or health records — into an AI assistant, that data can influence model outputs or be stored in ways that create privacy and compliance violations. Without governance policies specifically designed for AI interactions, organizations lack visibility into what sensitive data their AI models are touching.

How does Commvault enforce access policy across both users and AI models?

Commvault applies a single unified access policy across connected environments — structured databases, unstructured files, SaaS applications, and AI workloads. Masking profiles automatically detect sensitive fields such as birth dates, IP addresses, and passwords, and apply anonymization or redaction based on policy. The same profile applies whether a request originates from a human user, a service account, or an AI model, ensuring consistent least-privilege enforcement at the source.

What is AI prompt redaction and how does it work?

AI prompt redaction is the process of detecting and masking sensitive data within a user’s prompt before it is submitted to an AI model. Commvault’s policy-aware prompt redaction, powered by Satori, intercepts prompts in real time, identifies regulated or sensitive fields, and applies inline masking — allowing the AI to generate a useful response without ever processing the original sensitive values. This differs from traditional data loss prevention approaches that block entire prompts, as it preserves productivity while protecting data.

How does Commvault help demonstrate compliance for AI and data access?

Commvault captures every data interaction — including user queries, AI prompts, the policies applied, and any redactions performed — in a unified audit log updated in near real time. Security and compliance teams can review both the original and redacted versions of AI prompts, along with details such as access level, rule creator, and execution time. This gives CISOs and compliance officers a single authoritative record of governance activity across live data, AI interactions, and backup environments, supporting reviews under regulations such as GDPR, HIPAA, and PCI DSS.

Transcript

View transcript

AI is rewriting the rules of risk. Every new model, every prompt opens another window into your data. For security and data protection teams, the stakes have never been higher. Ransomware was yesterday’s threat. Today, AI can exfiltrate sensitive data in seconds. What if you could not only discover where sensitive data lives, but also control exactly who or what can see it? Most security teams today operate in the dark — with structured data and databases, unstructured files and SaaS apps, and AI models drawing from both. Without unified access governance, no one truly knows where sensitive data lives, who’s accessing it, or what an AI might expose. One policy governs users. Another, if it exists, governs apps. AI models? Usually none. Commvault changes that. Inside the command center, a single policy governs access for both users and AI models across structured and unstructured data. That same policy powers AI prompt redaction, restricting sensitive information from being submitted to AI models. This helps enable unified visibility across your entire data landscape, extending Commvault’s trusted foundation of cyber resilience into proactive data governance and AI security. With Satori, we’re expanding how customers manage and protect data in motion and during use — providing the same visibility and control you depend on for protection, now extended to live data and AI interactions. In this short demo, you’ll see how our platform empowers security and data protection teams to rapidly identify and prioritize threats with a unified dashboard, discover sensitive data across cloud, SaaS, and AI workloads, govern access for both users and AI models with a single policy, enforce dynamic masking and safe prompt rewriting, and capture interactions for provable compliance. You’ll discover how these capabilities work together to help reduce risks and implement access controls in your environment, enabling you to adopt AI more safely. Every security program begins with visibility, and that’s where Commvault helps bring it all together. From here, you launch data access governance powered by Satori, now integrated into the command center experience. It extends Commvault’s protection to include unified access governance for live data and AI workloads. Through a single platform, you can connect directly to your cloud and database environments like AWS, Azure, Google Cloud, Snowflake, Databricks, and more. Connecting your cloud accounts now takes minutes, all through a single unified configuration experience. Commvault automatically discovers and maps your data stores the moment they are connected — whether structured or unstructured — across cloud platforms. You gain rapid visibility across your multi-cloud landscape: the first step toward governed access and safe AI adoption. Let’s move into the discovery and classification dashboard, your central hub for understanding the health and exposure of your data landscape. From the moment your cloud accounts are connected, Commvault automatically discovers and classifies all data stores — structured and unstructured — across AWS, Azure, Google Cloud, and SaaS platforms. You gain clear visibility into what has been discovered, secured, and monitored through a single unified interface. Instead of relying on point-in-time scans, Commvault continuously discovers and classifies data, so visibility keeps up with your business. You can quickly see data movement, new stores, and classification results. Each asset is assigned a risk score so you know exactly where to focus first. Alerts for new data stores or sensitive content are displayed — such as alerts for linkable PII and operational data. This visibility helps empower your team to prioritize, govern, and take action before exposure becomes an incident. Data loss doesn’t just occur through breaches. It also happens from overexposure — too many people, too much data, and no consistent policy. That’s where access governance comes into play. Using a single platform, Commvault enables you to enforce precise masking and redaction rules across all connected environments. Here, we’re creating a masking profile powered by Satori that automatically detects and protects sensitive data, such as birth dates, IP addresses, and passwords. Each field can be anonymized, redacted, or formatted according to policy. The same profile applies whether the request comes from a user, a service, or an AI model. This is what least-privilege access looks like in action. Users see only what they need, while sensitive data remains protected at the source. Unlike traditional data protection vendors that mainly focus on data security posture management and visibility, Commvault goes further — protecting data and governing live data access across structured, unstructured, and AI-driven workloads. It’s not just about seeing your data. It’s about protecting and governing it more effectively. Commvault extends beyond protection by enabling policy-aware enforcement that governs AI prompt responses — something competitors don’t offer today. One unified policy helps keep your organization compliant and AI safe without slowing innovation. Imagine a common scenario. An employee uses an AI assistant to enhance their productivity. They input actual employee data into the chat, requesting that the model summarize performance and identify top and bottom performers. While this may seem like a productivity boost, the prompt contains sensitive, regulated information such as salaries, social security numbers, and home addresses. Before any data leaves the environment or is processed by the AI model, Commvault’s AI security, powered by Satori, intercepts it. The system automatically detects sensitive fields and applies inline masking and redaction, enforcing the same access governance policies defined earlier for our data stores. Commvault, powered by Satori, offers a policy-aware prompt redaction feature that differs from tools that rely on data loss prevention or block entire prompts — allowing you to maintain productivity while helping to keep sensitive data under your control. Because redaction occurs before the model processes the data, it helps prevent sensitive information from influencing or contaminating the large language model’s dataset. This helps protect both your users and your AI environment. The result is that the AI generates a meaningful summary that identifies your highest and lowest performers while protecting confidential details. This is how we make AI security practical — governance that safeguards without disrupting how people work. It’s audit week. The CISO and CIO are reviewing how internal users and AI assistants handle sensitive data. They need answers fast: Who accessed what? Were the masking policies applied correctly? Were any AI queries touching regulated fields? Commvault’s AI security, powered by Satori, captures every interaction. The audit log records each query, including the user, dataset, applied policy, and redactions performed in near real time. Here, they can see a specific user prompt from the AI chat demo, including both the original and redacted versions, along with details like access level, rule creator, and execution time. Unlike point tools that only handle backup activity or data security posture management scans, Commvault offers unified audit visibility across live data, AI prompts, and governed access events — giving leadership a single authoritative record. For the CISO, this means rapid compliance reviews. For the CIO, it provides proof that governance is operational, not just theoretical. With Commvault, you’re not just protecting AI — you’re transforming data security. Unified visibility lets you view sensitive data across cloud, SaaS, and AI from a single platform. One policy for users and AI models enforces least-privilege access automatically, everywhere. Dynamic masking, redaction, and policy-aware AI responses protect live data in motion, not just at rest. And unified audit trails quickly demonstrate compliance, helping transform oversight into confidence. Security, IT, and compliance leaders can now shift from reactive controls to proactive governance — responsibly adopting AI, protecting sensitive data, and building a resilient data security posture for the future.