Linea AI
AI-powered data security, insider risk detection, rapid response.. [Contact for Pricing]
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What is Linea AI?
Linea AI is Cyberhaven's autonomous AI agent for data security that detects, prioritizes, investigates, and prevents the most critical risks to important corporate data. Built for the AI era, it uses a breakthrough Large Lineage Model (LLiM) to provide semantic understanding of data, people, and applications, enabling it to detect insider risks that traditional policies, UEBA systems, and pattern matching miss entirely.
Key features include risk detection that analyzes all data flows to find insider threats, risk prioritization that surfaces incidents with greatest business impact, autonomous incident investigation with plain-language summaries, smart remediation that recommends and automates responses, and guided prevention through real-time intervention. Linea AI also features advanced content understanding using computer vision to analyze images, screenshots, and technical diagrams, distinguishing between sensitive product designs and harmless memes.
Linea AI is designed for security teams at mid-market and enterprise organizations looking to operationalize human risk management. It is ideal for companies dealing with data exfiltration, insider threats, shadow AI usage, and those needing to govern autonomous AI agents. The tool works alongside security analysts, resolving incidents 5x faster while detecting 40% more critical incidents and reducing future incidents by 90%.
The platform integrates with enterprise systems and SIEM tools through open APIs, supports role-based access control, includes out-of-the-box policy templates, and works across SaaS applications, endpoints, cloud infrastructure, and AI tools without slowing down user computers.
Linea AI pricing
Pricing model: Freemium
Contact sales required for pricing. No free tier or publicly published pricing plans available on the website. The commercial offering is positioned for production security operations with vendor support and SLAs, suited to mid-market and enterprise organizations. Median contract value is approximately $35,016 per year based on third-party data. Free trial is available. The enhanced Linea AI platform with advanced content understanding is available immediately to all Cyberhaven customers.
Linea AI pros
- Detects 40% more critical incidents than traditional tools
- Resolves incidents 5x faster with autonomous investigation
- Reduces future incidents by 90% through guided prevention
- 95% fewer false positive alerts compared to other tools
- Identifies sensitive data not defined in DLP policies
- More precise risk detection than UEBA anomaly systems
- Covers full spectrum of human behavior beyond rules-based heuristics
- Advanced content understanding analyzes images and screenshots
- Plain-language incident summaries explain user intent clearly
- Automatically drafts remediation emails with contact extraction
- Real-time user coaching blocks bad behavior proactively
- No servers or databases to manage with cloud architecture
- Does not slow down end user computers like legacy products
- Out-of-the-box policy templates for common use cases
- Native SIEM integration through open APIs and exposed incidents
- Tamper-proof endpoint agent with robust hardening measures
- Unified platform combines DSPM, DLP, IRM, and AI Security
Linea AI cons
- Contact sales required - no公开的 pricing published
- No free tier available - commercial offering only
- Positioned for mid-market and enterprise, not small businesses
- Requires enterprise directory integration for full functionality
- Generally available only since May 2024 - relatively new
- Cloud-only deployment - no on-premises option
- Advanced features require customer environment processing
- Limited public case studies beyond Navan beta results
Frequently asked questions about Linea AI
What is Linea AI?
Linea AI is an end-to-end autonomous AI agent for data security that detects, prioritizes, triages, investigates, and prevents risks to critical corporate data. It acts both autonomously and in concert with your security team, using a first-of-its-kind Large Lineage Model (LLiM) to understand data, people, and applications semantically.
How does Linea AI detect insider risks?
Linea AI intrinsically recognizes abnormal behavior by analyzing entire data flows and context across time. Its Large Lineage Model predicts the next likely action in corporate workflows and detects risky deviations. It forensically collects signals from cloud applications, endpoints, and web browsers, then uses computer vision to analyze on-screen activity when there is probable cause.
What makes Linea AI different from traditional DLP?
Unlike traditional DLP that relies on pattern matching and rules, Linea AI provides content understanding rather than just inspection. It protects sensitive data not defined by DLP policies, detects risks more precisely than UEBA anomalies by analyzing entire data flows, and profiles more behavior than rules-based heuristics by covering the full spectrum of human behavior.
What is the Large Lineage Model (LLiM)?
LLiM is a breakthrough AI model built on Cyberhaven's unique graph of corporate workflows. Similar to how Large Language Models predict the next word in a sentence, LLiM analyzes corporate workflows and predicts the next likely action or behavior. It detects employees mishandling sensitive data when actions deviate from predictions, using Cyberhaven's data lineage graph as a unique training dataset no other security company has.
How does Linea AI prioritize incidents?
Linea AI understands risk the way the best security analyst would, ranking detected risks and policy-generated alerts by business impact. It surfaces incidents with greatest importance so analysts can focus on what matters most, analyzing behavior observed across the company concerning similar data types and applications to uncover additional context.
What incident summaries does Linea AI provide?
Linea AI autonomously performs its own investigation into the lead-up to an incident, gathering evidence and looking for additional context in other data flows the user has performed. It summarizes all details with plain-language explanations and full context so you can quickly understand user intent, review results, and determine valid incidents and required next steps.
Does Linea AI support image and visual content analysis?
Yes. Linea AI features advanced content understanding leveraging state-of-the-art computer vision and multi-modal AI models. It provides comprehensive content analysis across all data types including images, screenshots, and technical diagrams, processed securely within the customer's environment. It can differentiate between a screenshot of sensitive product designs and a harmless meme.
What integrations does Linea AI support?
Linea AI natively integrates to SIEM tools and exposes incidents through an API so you can add them to any third-party security tool. It integrates with on-premises and cloud-based directory services for granular user group and department-based policies. The platform is built on open APIs and includes out-of-the-box dashboards with a customizable reporting engine.
How does Linea AI help prevent future incidents?
Linea AI facilitates real-time intervention and policy deployment to proactively reduce risk. It helps construct and enforce policies to stop similar incidents, recommends the right responses for quick action when time matters, and automatically generates ideal remediation steps based on incident details and severity, automating those responses.
What results did customers see during Linea AI beta?
During closed beta, Navan experienced transformative benefits: Linea AI detected 40 risks in a month that would have been unnoticed by policies with an 85% accuracy rate, and accelerated resolution times by 5x by analyzing broader context to help analysts understand incidents and take appropriate action. Overall, the platform delivers 40% more critical incident detection and 90% reduction in future incidents.