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The AI Security Playbook
This playbook explores six core security challenges organizations face when adopting AI, along with proven, real-world strategies to address them.
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Netskope One AI Security
Organizations need secure AI to move their business forward, but controls and guardrails must not require sacrifices in speed or user experience. Netskope can help you say yes to the AI advantage.
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Netskope One AI Security
Organizations need secure AI to move their business forward, but controls and guardrails must not require sacrifices in speed or user experience. Netskope can help you say yes to the AI advantage.
Modern data loss prevention (DLP) for Dummies eBook
Modern Data Loss Prevention (DLP) for Dummies
Get tips and tricks for transitioning to a cloud-delivered DLP.
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Modern SD-WAN for SASE Dummies
Stop playing catch up with your networking architecture
Understanding where the risk lies
Advanced Analytics transforms the way security operations teams apply data-driven insights to implement better policies. With Advanced Analytics, you can identify trends, zero in on areas of concern and use the data to take action.
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Read about the latest news and opinions from the team at Netskope. The Lens combines our blogs, our podcasts and case studies, with new content added every week.
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AI in the Fast Lane
Netskope’s AI in the Fast Lane roadshow brings together security professionals to discuss how organizations are using AI today, and how a comprehensive security strategy can create a smarter, safer, and future-proof model.
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Insider Risk

Insider risk is a major security challenge because trusted users may accidentally or intentionally engage in activity that exposes your valuable assets. Regardless of the motivation, organizations must take steps to manage insider risk before it manifests into a data breach.

Manage and mitigate insider risk

Use Netskope One SASE to address insider risk by adding safeguards from the inside out. Start by using data protection to manage access to critical assets and control movement. Use contextual, behavior-driven controls to enable dynamic authorization policies based on risk factors and signals from the environment. Apply behavioral analytics, machine learning, and visualizations to focus on what’s going on, and what’s changing. These are key capabilities of the Netskope One Platform.

Top solutions for insider risk management

Prevent Accidental Data Loss

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Check application configurations, identify publicly shared cloud storage, monitor sensitive data movement, and coach users.

Disrupt Attack Kill Chains

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Stop cloud phishing, command and control, and unauthorized access to stop attackers from impersonating valid users.

Uncover Behavior Anomalies

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Monitor risky/malicious behaviors with Netskope UEBA to detect insiders, compromised accounts, and data exfiltration.

Make Policy Decisions Based on Risk

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Use User Confidence Index (UCI) risk scoring with adaptive policy controls.

Check application configurations, identify publicly shared cloud storage, monitor sensitive data movement, and coach users.

Stop cloud phishing, command and control, and unauthorized access to stop attackers from impersonating valid users.

Monitor risky/malicious behaviors with Netskope UEBA to detect insiders, compromised accounts, and data exfiltration.

Use User Confidence Index (UCI) risk scoring with adaptive policy controls.

One out of every seven users take data with them when they leave using personal app instances.

Netskope Threat Labs, Cloud and Threat Report
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Features and benefits

Data Protection

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Data protection in the Netskope One Platform provides both inline-based controls for data movement and API-based controls to monitor data at rest.

Contextual Behavior-Driven Risk Controls

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User and Entity Behavior Analytics (UEBA) with AI/ML models dynamically identifies user and application risk factors to generate real-time user risk scores that influence adaptive policy decision.

Analytics

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Netskope Advanced Analytics provides a deep understanding of activity in the organization’s cloud, with pre-build and customizable dashboards designed to stay ahead of threats.

Data protection in the Netskope One Platform provides both inline-based controls for data movement and API-based controls to monitor data at rest.

User and Entity Behavior Analytics (UEBA) with AI/ML models dynamically identifies user and application risk factors to generate real-time user risk scores that influence adaptive policy decision.

Netskope Advanced Analytics provides a deep understanding of activity in the organization’s cloud, with pre-build and customizable dashboards designed to stay ahead of threats.

2 min read

What makes insider risk harder to manage than external threats? link link

External threats have to break into your network, but insiders—employees, contractors, and vendors—already have legitimate credentials and access. Traditional security tools cannot easily distinguish between a software engineer doing normal work and a departing employee quietly downloading proprietary source code. Managing this requires looking past simple access permissions to analyze real-time intent and behavior context.

 

External threats have to break into your network, but insiders—employees, contractors, and vendors—already have legitimate credentials and access.

How does Netskope prevent departing employees from taking data? link link

Industry data shows that 20% of users upload an unusually high volume of data to personal apps during their final days of employment. Netskope uses Instance Awareness to differentiate between your corporate cloud storage and an employee’s personal account. It can apply elevated scrutiny and stricter real-time DLP blocks to users in a “departing” lifecycle stage, automatically catching exfiltration to personal emails or cloud instances before they leave.

 

Industry data shows that 20% of users upload an unusually high volume of data to personal apps during their final days of employment.

How does generative AI complicate insider risk in 2026? link link

Widespread “Shadow AI” adoption has introduced massive accidental insider exposure. Employees frequently paste sensitive data, source code, or regulated PII into unauthorized public LLMs to help them work faster. Netskope addresses this by placing inline AI Guardrails that scan prompts and uploads in real time, stopping data policy violations without needing to issue a blanket block on the AI tools entirely.

 

Widespread "Shadow AI" adoption has introduced massive accidental insider exposure.

What is "Real-Time User Coaching" and how does it prevent accidental leaks? link link

Not all insider risk is malicious; most of it is accidental or negligent. Instead of silently blocking a user and generating a critical alert for your security analysts, Netskope pops up an in-context notification directly to the user. For instance, if an employee tries to share a confidential file publicly, the prompt explains the risk and guides them toward a secure alternative. This actively trains your workforce and cuts down repeat violations.

 

Not all insider risk is malicious; most of it is accidental or negligent. Instead of silently blocking a user and generating a critical alert for your security analysts, Netskope pops up an in-context notification directly to the user.

How does behavioral analytics prevent "false alarm" alert fatigue? link link

Static rules create thousands of false positives. Netskope applies machine learning and User and Entity Behavior Analytics (UEBA) to establish a baseline of “normal” behavior for every specific user. It flags anomalies—like an abrupt spike in bulk data movement, sudden late-night access, or impossible travel logins. These risk signals populate a dedicated Insider Threat Dashboard, allowing your SOC to quickly identify and triage true anomalies, reducing threat hunting times by over 70%.

Static rules create thousands of false positives. Netskope applies machine learning and User and Entity Behavior Analytics (UEBA) to establish a baseline of "normal" behavior for every specific user.
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