Aruba IntroSpect is a User Behavior Analytics (UEBA) tool that uses supervised and unsupervised machine learning to automatically baseline user and device behavior while actively looking for anomalous activity that may indicate a threat. The solution detects compromised users’ systems by identifying changes in typical IT access and usage. By accelerating alert prioritization, incident investigation, and threat-hunting efforts, Aruba IntroSpect can automate the detection of attacks and risky behaviors. In addition, the solution allows security teams to stay ahead of malicious activity and also insecure or negligent users, so they can manage threats before they become damaging. Aruba IntroSpect is suitable for IT organizations of every size and enables businesses to easily and rapidly scale machine-learned behavior detection from small projects to full enterprise deployments.
Aruba IntroSpect can detect:
- Account abuse
- Account takeover
- Command and control
- Data exfiltration
- Lateral movement
- Password sharing
- Privilege escalation
- Flight risk
- Phishing
- Ransomware
Aruba IntroSpect Deployment Options
- On-premise VM or appliance for Packet Processor
- AWS or on-premise deployment for Analyzer
Aruba IntroSpect Data Sources
The IntroSpect platform can process data sources, including:
- VPN, FW, IPS/IDS, web proxy, email logs
- NTA sources: Packets and NetFlow
- DNS logs
- Active Directory logs
- DHCP logs
- External threat feeds
- Alerts from third-party security infrastructure
Aruba IntroSpect Features
Aruba IntroSpect has many valuable key features. Some of the most useful ones include:
- Advanced analytics
- 100+ supervised and unsupervised machine learning models
- Continuously updated risk scoring
- Accelerated investigations
- Packets
- Flows
- Logs and alerts
- Enterprise scale
- Spark/Hadoop platform
Aruba IntroSpect Benefits
There are many benefits to implementing Aruba IntroSpect. Some of the biggest advantages the solution offers include:
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Fast deployment: Besides having different options for deployment (on-prem or cloud), the solution offers a standalone or integrated platform. For fast deployment, users can ingest data natively or from SIEM, log management, or a packet broker.
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Efficient: The Aruba IntroSpect solution reduces the time and effort that is required to understand, diagnose, and respond to an attack.
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Deep insights: Security teams can triage better, make more informed decisions, and respond before damage occurs.
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Machine learning-based analytics: The solution builds baselines for normal behavior of both individual entities and groups by continuously monitoring IT activities.
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Comprehensive security profile: When users implement Aruba IntroSpect, they gain access to a security profile with continuous risk scoring and enriched security information.
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Automatic risk profiles: Aruba IntroSpect automatically creates a risk profile for every user, system, and IoT device connected to the network, saving users an additional step.
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Proactive threat hunting: Through its query interface, Aruba IntroSpect proactively spots threats without the overhead of finding, searching, and summarizing isolated data stores.
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Prioritize security risks: Risk scores are based on machine learning that can account for key factors like the order and time of incidents across various attack stages as well as time since detection and business context. Accurate, normalized scores mean security analysts can confidently prioritize their efforts.
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Instant visibility: When using the solution, users get instant visibility to high-risk activity. Aruba IntroSpect provides access to complete investigative records.
Darktrace is a leading cybersecurity solution that leverages artificial intelligence and machine learning to provide advanced threat detection, response, and risk management capabilities. Many reviewers find Darktrace's AI and machine-learning capabilities to be valuable. They appreciate its ability to detect anomalies and threats that might go unnoticed by traditional security tools. Overall, the general sentiment towards Darktrace from reviewers is positive. Users seem to appreciate its scalability, stability, AI capabilities, visibility, and ease of use.
Darktrace offers a proactive and intelligent approach to cybersecurity. It utilizes AI algorithms to learn and understand the 'pattern of life' for every user and device within a network. This understanding enables it to detect anomalies that could signify a cyber threat, from subtle insider threats to more obvious ransomware attacks.
Its adaptability, autonomous response features, and comprehensive network visibility make it a top-tier solution for different sizes of organizations and across many industries. It was named one of TIME magazine’s ‘Most Influential Companies’ in 2021 and protects over 8,800 organizations globally from advanced cyber threats.
Darktrace Cyber AI Loop
The Darktrace Cyber AI Loop introduces an advanced artificial intelligence-based system for cybersecurity, designed to build a self-improving defense mechanism. This system functions like a closed loop, where each stage feeds information and insights into the next, amplifying the overall effectiveness of the platform.
The key components of the loop are:
- DETECT - An AI engine that monitors your network and endpoints for anomalous activity, constantly learning the normal behavior of your users and devices. It identifies suspicious patterns and potential threats in real-time, even from never-before-seen attacks.
- PREVENT - This proactive arm analyzes vulnerabilities and identifies weaknesses in your IT infrastructure. It prioritizes patching and configuration changes to harden defenses before attackers can exploit those vulnerabilities.
- RESPOND - When DETECT identifies a threat, RESPOND takes immediate action to contain and neutralize it. This can involve isolating compromised devices, disrupting attacker activity, and automatically escalating critical incidents to human analysts.
- HEAL - This newest addition to the loop focuses on post-incident recovery. It automatically restores compromised systems, cleans infected files, and helps to prevent the attack from spreading further.
Darktrace's AI algorithms can identify threats that traditional security tools might miss. It continuously learns and updates its understanding of what is normal for each environment, ensuring that it can quickly detect and respond to unusual activities that could indicate a breach. Darktrace's Antigena module can autonomously respond to threats in real time. This is particularly crucial in containing fast-moving threats like ransomware, where every second counts.
Darktrace's solution provides unparalleled visibility into all parts of the network, including cloud services, IoT devices, and industrial control systems. This comprehensive coverage ensures that no part of the network is left unprotected. However, while the Darktrace Cyber AI Loop offers a robust solution, it is not a complete cure-all and requires careful implementation and integration with existing security frameworks.Darktrace offers a comprehensive and unified approach to cybersecurity. It provides continuous protection against known and unknown threats, regardless of where they emerge. Darktrace's solutions provide visibility into your cloud infrastructure, continuous monitoring of application usage and communication patterns (e.g., identification of suspicious actions like unauthorized data access), comprehensive email security that goes beyond traditional spam and phishing filters, real-time protection for endpoints, and continuous monitoring of network traffic and device activity.
Darktrace also provides specialized coverage to secure your zero-trust architecture. Identifies compromised identities, unauthorized access attempts, and risky data exfiltration within a least-privilege environment. Finally, it has a dedicated solution for safeguarding industrial control systems and critical infrastructure. Monitors communication patterns, device behavior, and physical access within OT environments, protecting against operational disruptions and cyberattacks.