Alternatives to Protect AI

Wiz is a new approach in cloud security. It finds the most important risks and infiltration vectors across all multi-cloud environments. All lateral movement risks, such as private keys that are used to access production and development environments, can be found. You can scan for vulnerabilities and unpatched software in your workloads. A complete inventory of all services and software within your cloud environments, including version and package details, is available. Cross-reference all keys on your workloads with their privileges in your cloud environment. Based on a complete analysis of your cloud network, including those behind multiple hops, you can see which resources are publicly available to the internet. Compare your industry best practices and baselines to assess the configuration of cloud infrastructure, Kubernetes and VM operating system.

Orca Security is the pioneer of agentless cloud security that is trusted by hundreds of enterprises globally. Orca makes cloud security possible for enterprises moving to and scaling in the cloud with its patented SideScanning™ technology and Unified Data Model. The Orca Cloud Security Platform delivers the world's most comprehensive coverage and visibility of risks across AWS, Azure, Google Cloud and Kubernetes.

Vulcan Cyber is changing the way businesses reduce cyber risks through vulnerability remediation orchestration. We help IT security teams to go beyond remedial vulnerability management and help them drive vulnerability mitigation outcomes. Vulcan combines vulnerability and asset data with threat intelligence and customizable risk parameters, to provide risk-based vulnerability prioritization insight. We don't stop there. Vulcan remediation intelligence identifies the vulnerabilities that are important to your business and attaches the necessary fixes and remedies to mitigate them. Vulcan then orchestrates and measures the rest. This includes inputs into DevSecOps and patch management, configuration management and cloud security tools, teams, and functions. Vulcan Cyber has the unique ability to manage the entire vulnerability remediation process, from scan to fix.

Heimdal® Endpoint Detection and Response is our proprietary multi-solution service providing unique prevention, threat-hunting, and remediation capabilities. It combines the most advanced threat-hunting technologies in existence: Heimdal Next-Gen Antivirus, Heimdal Privileged Access Management, Heimdal Application Control, Heimdal Ransomware Encryption Protection, Heimdal Patch & Asset Management, and Heimdal Threat Prevention. With 6 modules working together seamlessly under one convenient roof, all within one agent and one platform, Heimdal Endpoint Detection and Response grants you access to all the essential cybersecurity layers your business needs to protect itself against both known and unknown online and insider threats. Our state-of-the-art product empowers you to quickly and effortlessly respond to sophisticated malware with stunning accuracy, protecting your digital assets and your reputation in the process as well.

CrowdStrike Falcon is a cutting-edge cybersecurity platform that operates in the cloud, delivering robust defenses against a variety of cyber threats such as malware, ransomware, and complex attacks. By utilizing artificial intelligence and machine learning technologies, it enables real-time detection and response to potential security incidents, while offering features like endpoint protection, threat intelligence, and incident response. The system employs a lightweight agent that consistently scans endpoints for any indicators of malicious behavior, ensuring visibility and security with minimal effect on overall system performance. Falcon's cloud-based framework facilitates quick updates, adaptability, and swift threat responses across extensive and distributed networks. Its extensive suite of security functionalities empowers organizations to proactively prevent, identify, and address cyber risks, establishing it as an essential resource for contemporary enterprise cybersecurity. Additionally, its seamless integration with existing infrastructures enhances overall security posture while minimizing operational disruptions.

The cloud security platform that is actionable. Reduce risk by quickly exposing and closing security gaps caused by misconfigurations. CNAPP solutions replace a patchwork product that can cause more problems than it solves, such as false positives or excessive alerts. These products are often only partially covered and create friction and overhead with the products that they're meant to work with. CNAPPs are the best way to monitor cloud native applications. They allow businesses to monitor cloud infrastructure and application security as a group, rather than monitoring each one individually.

Stellar Cyber stands out as the sole security operations platform that delivers rapid and accurate threat detection and automated responses across various environments, including on-premises, public clouds, hybrid setups, and SaaS infrastructure. This industry-leading security software significantly enhances the productivity of security operations by equipping analysts to neutralize threats in minutes rather than the traditional timeline of days or weeks. By allowing data inputs from a wide array of established cybersecurity tools alongside its native features, the platform effectively correlates this information and presents actionable insights through a user-friendly interface. This capability addresses the common issues of tool fatigue and information overload that security analysts frequently experience, while also reducing operational expenses. Users can stream logs and connect to APIs for comprehensive visibility. Additionally, through integrations that facilitate automated responses, Stellar Cyber ensures a seamless security management process. Its open architecture design guarantees that it remains compatible across any enterprise environment, further solidifying its role as a vital asset in cybersecurity operations. This adaptability makes it a compelling choice for organizations looking to streamline their security protocols.

A singularly innovative platform. Unmatched velocity. Limitless scalability. Singularity™ provides unparalleled visibility, top-tier detection capabilities, and self-sufficient response mechanisms. Experience the strength of AI-driven cybersecurity that spans across the entire enterprise. The foremost companies in the world rely on the Singularity platform to thwart, identify, and address cyber threats at remarkable speed, larger scales, and with enhanced precision across endpoints, cloud environments, and identity management. SentinelOne offers state-of-the-art security through this platform, safeguarding against malware, exploits, and scripts. The SentinelOne cloud-based solution has been meticulously designed to adhere to security industry standards while delivering high performance across various operating systems, including Windows, Mac, and Linux. With its continuous updates, proactive threat hunting, and behavioral AI, the platform is equipped to tackle any emerging threats effectively, ensuring comprehensive protection. Furthermore, its adaptive nature allows organizations to stay one step ahead of cybercriminals in an ever-evolving threat landscape.

Mindgard, the leading cybersecurity platform for AI, specialises in securing AI/ML models, encompassing LLMs and GenAI for both in-house and third-party solutions. Rooted in the academic prowess of Lancaster University and launched in 2022, Mindgard has rapidly become a key player in the field by tackling the complex vulnerabilities associated with AI technologies. Our flagship service, Mindgard AI Security Labs, reflects our dedication to innovation, automating AI security testing and threat assessments to identify and remedy adversarial threats that traditional methods might miss due to their complexity. Our platform is supported by the largest, commercially available AI threat library, enabling organizations to proactively protect their AI assets across their entire lifecycle. Mindgard seamlessly integrates with existing security ecosystem platforms, enabling Security Operations Centers (SOCs) to rapidly onboard AI/ML solutions and manage AI-specific vulnerabilities and hence risk.

Preamble democratizes a safety and security layer for generative AI systems. Our comprehensive platform and AI policy marketplace allow organizations, domain experts, and all stakeholders to curate shared values and deploy generative AI guardrails that integrate ethics, maintain security, comply with policies, and mitigate risk. Beyond applying values to AI, Preamble provides AI red-team tools to continuously improve safety guardrails.

Discover the ultimate solution for identifying, tracking, and safeguarding sensitive information on a large scale. This comprehensive data security platform is designed to swiftly mitigate risks, identify unusual activities, and ensure compliance without hindering your operations. Combining a robust platform, a dedicated team, and a strategic plan, it equips you with a competitive edge. Through the integration of classification, access governance, and behavioral analytics, it effectively secures your data, neutralizes threats, and simplifies compliance processes. Our tried-and-true methodology draws from countless successful implementations to help you monitor, protect, and manage your data efficiently. A team of expert security professionals continuously develops sophisticated threat models, revises policies, and supports incident management, enabling you to concentrate on your key objectives while they handle the complexities of data security. This collaborative approach not only enhances your security posture but also fosters a culture of proactive risk management.

Transitioning from development to production, as well as from traditional data engineering to artificial intelligence, requires securing the various environments, pipelines, tools, and open-source components integral to your data and AI supply chain. It is essential to continuously identify, prevent, and rectify security and compliance vulnerabilities in AI before they reach production. In addition, monitoring AI applications in real-time allows for the detection and mitigation of adversarial AI attacks while enforcing specific application guardrails. Noma integrates smoothly across your data and AI supply chain and applications, providing a detailed map of all data pipelines, notebooks, MLOps tools, open-source AI elements, and both first- and third-party models along with datasets, thereby automatically generating a thorough AI/ML bill of materials (BOM). Additionally, Noma constantly identifies and offers actionable solutions for security issues, including misconfigurations, AI-related vulnerabilities, and non-compliant training data usage throughout your data and AI supply chain. This proactive approach enables organizations to enhance their AI security posture effectively, ensuring that potential threats are addressed before they can impact production. Ultimately, adopting such measures not only fortifies security but also boosts overall confidence in AI systems.

Balbix leverages advanced AI to automatically evaluate the enterprise attack surface, delivering a perspective on breach risk that is 100 times more precise. The platform perpetually uncovers and ranks vulnerabilities along with other risk factors, enabling both automated and supervised remediation efforts. By using Balbix, organizations can achieve a remarkable 95% reduction in cyber risk while enhancing their security team's efficiency by tenfold. A significant number of data breaches occur due to known security flaws that remain unaddressed, leading to a pressing challenge for security teams striving to identify and fix these vulnerabilities. With the inability to keep pace with emerging threats, many teams find themselves overwhelmed. To provide an accurate assessment of breach risk, Balbix continuously processes hundreds of billions of dynamic signals from your network. It sends out prioritized tickets containing essential context to risk owners, facilitating both automatic and supervised remediation efforts. Additionally, organizations can implement leaderboards and incentives to introduce a gamified element to their cyber risk management strategy, fostering engagement and accountability among team members. Ultimately, Balbix empowers enterprises to enhance their overall security posture significantly.

AQtive Guard serves as a comprehensive cybersecurity solution designed to assist organizations in safeguarding and overseeing their cryptographic assets alongside non-human identities (NHIs) like AI agents, keys, certificates, algorithms, and machine identities throughout their IT infrastructure. The platform provides ongoing discovery and immediate visibility into both NHIs and cryptographic elements, seamlessly integrating with current security tools, cloud services, and repositories to deliver a cohesive understanding of security status. By leveraging cutting-edge AI and extensive quantitative models, AQtive Guard evaluates vulnerabilities, ranks risks, and presents actionable insights with automated remediation workflows that address issues and uphold policies such as credential rotation and certificate renewal. Furthermore, the platform ensures compliance with the latest standards, including emerging NIST cryptographic protocols, while facilitating the lifecycle management of cryptographic assets to mitigate risks associated with both present and future threats. In this way, AQtive Guard not only fortifies security but also enhances organizational resilience against evolving cyber challenges.

Strac is a comprehensive solution for managing Personally Identifiable Information (PII) and safeguarding businesses from compliance and security risks. It automatically detects and redacts sensitive data across platforms such as email, Slack, Zendesk, Google Drive, OneDrive, and Intercom. Additionally, it secures sensitive information by preventing it from ever touching servers, ensuring robust front-end and back-end protection. With quick integration into your SaaS tools, Strac helps eliminate data leaks while ensuring compliance with PCI, SOC 2, HIPAA, GDPR, and CCPA. Its advanced machine learning models, real-time alerts, and seamless redaction features save time and enhance productivity for your team.

Empower your security teams to uncover concealed patterns, strengthen defenses, and react to incidents more rapidly with the innovative preview of generative AI. In the midst of an attack, the intricacies can prove costly; therefore, it’s crucial to consolidate data from various sources into straightforward, actionable insights, allowing for incident responses within minutes rather than prolonged hours or days. Process alerts at machine speed, detect threats early on, and receive predictive recommendations to counteract an adversary's next move effectively. The gap between the demand for skilled security professionals and their availability is significant. Equip your team to maximize their effectiveness and enhance their skills through comprehensive, step-by-step guidance for risk mitigation. Interact with Microsoft Security Copilot using natural language queries and obtain practical answers that can be implemented immediately. Recognize an active attack, evaluate its magnitude, and receive remediation steps based on established tactics drawn from actual security scenarios. Furthermore, Microsoft Security Copilot seamlessly integrates insights and data from various security tools, providing tailored guidance specific to your organization’s needs, which enhances the overall security posture.

OpenText Cybersecurity Cloud delivers a unified approach to enterprise protection, enabling organizations to detect, prevent, and respond to threats with agility. Its integrated capabilities span threat detection, data protection, identity management, and application security, reducing the need for multiple disconnected tools. The platform uses AI-enhanced threat intelligence to highlight the risks that matter most, helping teams act quickly and confidently. Enterprises benefit from a simplified compliance framework that reduces audit complexity and strengthens governance. Whether deployed off cloud, in the public cloud, private cloud, or as a managed service, the solution adapts to diverse operational environments. Its centralized management experience enhances visibility across users, devices, and applications. By consolidating critical security workflows, organizations can reduce complexity and boost overall resilience. With support for proactive risk mitigation, OpenText Cybersecurity Cloud empowers enterprises to stay ahead of emerging cyber challenges.

Take charge of your cyber threats effectively by utilizing Defense.com to identify, prioritize, and monitor all your security risks in one streamlined platform. Simplify your approach to cyber threat management with integrated features for detection, protection, remediation, and compliance, all conveniently consolidated. By leveraging automatically prioritized and tracked threats, you can make informed security decisions that enhance your overall defense. Improve your security posture by adhering to proven remediation strategies tailored for each identified threat. When challenges arise, benefit from the expertise of seasoned cyber and compliance consultants who are available to provide guidance. Harness user-friendly tools that seamlessly integrate with your current security investments to strengthen your cyber defenses. Experience real-time insights from penetration tests, vulnerability assessments, threat intelligence, and more, all displayed on a central dashboard that highlights your specific risks and their severity levels. Each threat is accompanied by actionable remediation advice, facilitating effective security enhancements. Additionally, your unique attack surface is mapped to powerful threat intelligence feeds, ensuring that you are always one step ahead in the ever-evolving landscape of cyber security. This comprehensive approach enables you to not only address current threats but also anticipate future challenges in your security strategy.

FortiNDR effectively detects ongoing cybersecurity threats by analyzing unusual network behavior, which accelerates the investigation and response processes to incidents. This solution offers comprehensive protection across the network lifecycle, combining detection and response capabilities. Utilizing AI, machine learning, behavioral analytics, and human insight, it scrutinizes network traffic to help security teams recognize malicious activities and take swift action against them. FortiNDR excels in providing in-depth analysis of network traffic and files, determining the root causes of incidents, and assessing their scope, all while equipping users with the necessary tools to address these threats promptly. One of its standout features is the Virtual Security Analyst, designed to pinpoint harmful network activities and files, allowing for the immediate identification of complex threats, such as zero-day vulnerabilities. Additionally, FortiNDR Cloud enhances security measures by merging machine learning and AI with human expertise to bolster overall security and minimize false alarms. The expertise of seasoned threat researchers at FortiGuard Labs plays a crucial role as they monitor the activities of cybercriminals, conduct reverse engineering, and continually refresh detection protocols to stay ahead of emerging threats. This ongoing effort ensures that organizations can react effectively and maintain robust defenses against various cyber risks.

With SydeLabs, you can proactively address vulnerabilities and receive immediate defense against threats and misuse while ensuring compliance. The absence of a structured method to recognize and resolve vulnerabilities in AI systems hinders the secure implementation of models. Furthermore, without real-time protective measures, AI applications remain vulnerable to the constantly changing landscape of new threats. The evolving regulations surrounding AI usage create opportunities for non-compliance, which can jeopardize business stability. Thwart every attack, mitigate abuse, and maintain compliance seamlessly. At SydeLabs, we offer an all-encompassing suite of solutions tailored to your AI security and risk management needs. Gain an in-depth insight into the vulnerabilities present in your AI systems through continuous automated red teaming and tailored assessments. Leverage real-time threat scores to take proactive steps against attacks and abuses across various categories, thereby establishing a solid defense for your AI systems while adapting to the latest security challenges. Our commitment to innovation ensures that you are always a step ahead in the ever-evolving world of AI security.

CyberCAST serves as our all-inclusive cybersecurity solution, enhancing the efficiency of our managed security services. This platform sheds light on essential insights regarding an organization's vulnerability to threats and supports an evolving cybersecurity strategy that adapts over time. Initially, our approach combines technical penetration testing with an extensive security audit, leading to a quantitative security risk score that acts as a cornerstone for creating a robust cybersecurity framework. Our team of security experts meticulously analyzes all findings to customize our strategy according to the unique requirements of the organization. The penetration testing aspect assesses results based on business risks and classifies vulnerabilities into systemic and procedural categories. Importantly, you don’t need to possess deep technical knowledge to grasp the information provided. CyberCAST presents all security findings in clear, straightforward business terminology, making it accessible for communication with executive leadership and board members alike. This ensures that everyone involved can engage with the cybersecurity strategy effectively, fostering a culture of awareness and proactive security management across the organization.

Andesite aims to enhance the effectiveness and efficiency of cyber defense teams through its innovative AI-driven technology, which streamlines the decision-making process related to cyber threats by quickly transforming decentralized data into actionable insights. This capability enables cyber defenders and analysts to rapidly identify threats and vulnerabilities, prioritize tasks, allocate resources effectively, and respond to incidents, ultimately bolstering security measures while minimizing costs. Developed by a team passionate about supporting analysts, Andesite's mission centers on empowering these professionals and alleviating their workload. By focusing on the needs of analysts, the platform not only improves operational efficiency but also fosters a proactive security environment.

Accelerating the response to adversaries and gaining control over cyber threats begins with a unified platform. Achieve a holistic approach to security by utilizing extensive prevention, detection, and response features driven by artificial intelligence, alongside leading-edge threat research and intelligence. Trend Vision One accommodates various hybrid IT frameworks, streamlines workflows through automation and orchestration, and provides specialized cybersecurity services, allowing you to simplify and integrate your security operations effectively. The expanding attack surface presents significant challenges. With Trend Vision One, you gain a thorough security solution that continuously monitors, secures, and supports your environment. Disparate tools can lead to vulnerabilities, but Trend Vision One equips teams with powerful capabilities for prevention, detection, and response. Recognizing risk exposure is essential in today’s landscape. By harnessing both internal and external data sources within the Trend Vision One ecosystem, you enhance your control over the risks associated with your attack surface. Gain deeper insights into critical risk factors to reduce the likelihood of breaches or attacks, empowering your organization to respond proactively to emerging threats. This comprehensive approach is essential for navigating the complexities of modern cyber risks effectively.

SAGE is an advanced cyber defense platform powered by AI, specifically designed to assist Chief Information Security Officers (CISOs) in creating and maintaining a robust cyber defense strategy. By continuously updating the defense plan with reports and assessments from various sources, it ensures the strategy remains agile and pertinent. Its AI capabilities facilitate the connection and analysis of various elements within the defense framework. SAGE takes into account the organization's specific needs, such as business impact analysis, risk tolerance, and overall cyber posture, while also evaluating potential attack vectors through HolistiCyber’s innovative perspective, which mimics an attacker’s view of the attack surface. The platform features a comprehensive context map that outlines critical factors like risks, vulnerabilities, assets, and cyber threats, along with their implications for the business. Additionally, SAGE simplifies communication for management by converting cyber risks into understandable business risks and incorporates “what-if” scenarios to effectively allocate cybersecurity budgets, making it an essential tool for organizations aiming to enhance their cyber defense capabilities. Moreover, its user-friendly interface allows for seamless integration into existing workflows, further bolstering the operational efficiency of cyber defense initiatives.

Amazon SageMaker equips users with an extensive suite of tools and libraries essential for developing machine learning models, emphasizing an iterative approach to experimenting with various algorithms and assessing their performance to identify the optimal solution for specific needs. Within SageMaker, you can select from a diverse range of algorithms, including more than 15 that are specifically designed and enhanced for the platform, as well as access over 150 pre-existing models from well-known model repositories with just a few clicks. Additionally, SageMaker includes a wide array of model-building resources, such as Amazon SageMaker Studio Notebooks and RStudio, which allow you to execute machine learning models on a smaller scale to evaluate outcomes and generate performance reports, facilitating the creation of high-quality prototypes. The integration of Amazon SageMaker Studio Notebooks accelerates the model development process and fosters collaboration among team members. These notebooks offer one-click access to Jupyter environments, enabling you to begin working almost immediately, and they also feature functionality for easy sharing of your work with others. Furthermore, the platform's overall design encourages continuous improvement and innovation in machine learning projects.

Legit Security protects software supply chains from attack by automatically discovering and securing development pipelines for gaps and leaks, the SDLC infrastructure and systems within those pipelines, and the people and their security hygiene as they operate within it. Legit Security allows you to stay safe while releasing software fast. Automated detection of security problems, remediation of threats and assurance of compliance for every software release. Comprehensive, visual SDLC inventory that is constantly updated. Reveal vulnerable SDLC infrastructure and systems. Centralized visibility of the configuration, coverage, and location of your security tools and scanners. Insecure build actions can be caught before they can embed vulnerabilities downstream. Before being pushed into SDLC, centralized, early prevention for sensitive data leaks and secrets. Validate the safe use of plug-ins and images that could compromise release integrity. To improve security posture and encourage behavior, track security trends across product lines and teams. Legit Security Scores gives you a quick overview of your security posture. You can integrate your alert and ticketing tools, or use ours.

Vulseek represents a contemporary approach to Vulnerability Management as a Service (VMaaS), streamlining the process for organizations to pinpoint, evaluate, and address security weaknesses within their systems. With an emphasis on user-friendliness and efficiency, Vulseek automates the complete vulnerability management lifecycle, from initial detection to final resolution, enabling teams to maintain security without unnecessary complications. Essentially, Vulseek integrates automated asset discovery and scanning with smart risk prioritization, which allows security professionals to concentrate on the most critical issues. The platform features customizable dashboards, immediate alerts, and seamless integration with widely used ticketing systems and SIEMs, ensuring that vulnerabilities are resolved promptly and in an organized manner. Developed by experts in cybersecurity, Vulseek has gained the trust of businesses from various sectors to provide ongoing visibility into their potential attack surfaces. Furthermore, it effectively reduces mean time to remediation (MTTR) and simplifies meeting compliance requirements, making it an invaluable asset for organizations striving for robust cybersecurity. Additionally, its user-centric design enhances the overall experience for security teams, fostering a proactive security culture within organizations.

Identify threats sooner, react swiftly, and maintain an edge against cyber attacks. This platform represents the pinnacle of AI security analysts, being the sole comprehensive solution that integrates a unified platform, console, and data repository. Enhance autonomous security measures throughout your organization using cutting-edge, patent-pending artificial intelligence technology. Simplify the investigative process by seamlessly merging widely-used tools and integrating threat intelligence with relevant insights into an intuitive conversational interface. Uncover latent vulnerabilities, delve deeper into investigations, and respond more quickly, all while utilizing natural language. Equip your analysts with the ability to convert natural language inquiries into powerful query translations. Propel your Security Operations with our quick start hunting initiatives, AI-driven analyses, automated summaries, and recommended queries. Facilitate collaborative investigations with easily shareable notebooks. Utilize a framework meticulously designed for the safeguarding of data and privacy. Importantly, Purple AI ensures that customer data remains untouched during training and is constructed with the utmost protective measures. This commitment to security and privacy builds trust and confidence in the system’s reliability.

Project Jupyter is dedicated to the creation of open-source tools, standards, and services that facilitate interactive computing in numerous programming languages. At the heart of this initiative is JupyterLab, a web-based interactive development environment designed for Jupyter notebooks, coding, and data manipulation. JupyterLab offers remarkable flexibility, allowing users to customize and organize the interface to cater to various workflows in fields such as data science, scientific research, and machine learning. Its extensibility and modular nature enable developers to create plugins that introduce new features and seamlessly integrate with existing components. The Jupyter Notebook serves as an open-source web application enabling users to produce and share documents that incorporate live code, mathematical equations, visualizations, and descriptive text. Common applications of Jupyter include data cleaning and transformation, numerical simulations, statistical analysis, data visualization, and machine learning, among others. Supporting over 40 programming languages—including popular ones like Python, R, Julia, and Scala—Jupyter continues to be a valuable resource for researchers and developers alike, fostering collaborative and innovative approaches to computing challenges.

Darktrace offers a cutting-edge cybersecurity solution with its ActiveAI Security Platform, which utilizes AI to ensure proactive and real-time defense against cyber threats. The platform continually monitors enterprise data, from emails and cloud infrastructure to endpoints and applications, providing a detailed, contextual understanding of the security landscape. Darktrace’s AI-driven system autonomously investigates alerts, correlates incidents, and responds to both known and unknown threats, ensuring that businesses stay one step ahead of adversaries. By automating investigations and recovery actions, Darktrace reduces the burden on security teams and speeds up incident response, driving efficiency and improving cyber resilience. With a significant reduction in containment time and faster SOC triage, Darktrace ensures businesses are better protected from ever-evolving threats.

A web-based notebook facilitates interactive data analytics and collaborative documentation using SQL, Scala, and other languages. With an IPython interpreter, it delivers a user experience similar to that of Jupyter Notebook. The latest version introduces several enhancements, including a dynamic form at the note level, a note revision comparison tool, and the option to execute paragraphs sequentially rather than simultaneously, as was the case in earlier versions. Additionally, an interpreter lifecycle manager ensures that idle interpreter processes are automatically terminated, freeing up resources when they are not actively being utilized. This improvement not only optimizes performance but also enhances the overall user experience.

Kaggle provides a user-friendly, customizable environment for Jupyter Notebooks without any setup requirements. You can take advantage of free GPU resources along with an extensive collection of data and code shared by the community. Within the Kaggle platform, you will discover everything necessary to perform your data science tasks effectively. With access to more than 19,000 publicly available datasets and 200,000 notebooks created by users, you can efficiently tackle any analytical challenge you encounter. This wealth of resources empowers users to enhance their learning and productivity in the field of data science.

Trellix Database Security safeguards sensitive information within databases, preventing both accidental leaks and deliberate breaches while ensuring robust security, enhancing performance, and controlling access. It uncovers sensitive and proprietary data throughout the entire database environment. By blocking unauthorized access, it enhances regulatory compliance and protects critical information. Vulnerabilities are swiftly addressed with minimal disruption, allowing for quick responses to potential threats. The system continually monitors, logs, and regulates database access while simultaneously identifying and neutralizing potential risks before they can inflict damage. Automated scans facilitate the detection of supported databases and their sensitive contents, enabling organizations to efficiently prioritize and address known vulnerabilities with comprehensive remediation recommendations. Moreover, it provides protection against both recognized and emerging vulnerabilities without causing downtime, effectively preventing intrusions and other exploits from affecting the overall environment. In this way, businesses can maintain operational integrity and trust in their data management practices.

Arambh Labs introduces a new era of security operations by leveraging agentic AI to detect, investigate, and remediate threats in real time. Its swarm of security-specialized agents — including Byte the first responder, Rook the strategist, Echo the threat hunter, and Talon the intelligence gatherer — work collaboratively like a digital defense team. The platform unifies visibility across all layers of IT infrastructure, from cloud and endpoints to networks, identity systems, and data environments, delivering context-rich insights that extend far beyond traditional logging tools. Intelligent prioritization reduces noise by analyzing risks in context, allowing security teams to focus on the 1% of alerts that matter most. With autonomous remediation, Arambh Labs executes response playbooks instantly, aligning actions with predefined policies for rapid containment and recovery. This automation has helped customers cut their MTTR by over 85% while strengthening proactive defense postures. Designed for scale, Arambh Labs integrates seamlessly with over 100 security solutions and supports both SaaS and on-prem deployments. By combining deep security expertise with cutting-edge agentic AI, the platform empowers enterprises to stay ahead of evolving threats and operate with confidence.

By collaborating, we can effectively combat cyber attacks at every endpoint, throughout the entire organization, and wherever the conflict unfolds. Cybereason offers unparalleled visibility and precise identification of both familiar and unfamiliar threats, empowering defenders to harness the strength of genuine prevention. The platform supplies comprehensive context and correlations from the entire network, enabling defenders to become skilled threat hunters who can identify covert operations. With just a simple click, Cybereason drastically cuts down the time needed for defenders to investigate and resolve incidents through both automated processes and guided remediation. Analyzing an astounding 80 million events per second, Cybereason operates at a scale that is 100 times greater than many other market solutions. This remarkable capability allows for a reduction in investigation time by as much as 93%, empowering defenders to respond to new threats in mere minutes instead of days. Ultimately, Cybereason redefines the standards of threat detection and response, creating a safer digital landscape for all.

Effortlessly identify and categorize your data, safeguard it against unauthorized access, and ensure a robust security posture. Data stands as the most essential asset for any organization, making it imperative that it serves as the cornerstone of every security initiative. Cyera offers a comprehensive data security platform that enables security teams to effectively oversee and protect all sensitive data within the company. It excels in discovering, classifying, and safeguarding data across various environments, including IaaS, PaaS, and SaaS. Regardless of whether your sensitive data is housed in buckets, folders, or files, or is stored in self-managed, managed databases, or DBaaS environments, our solution is designed to meet your needs. As the leading data security solution available today, Cyera empowers security teams to enforce protective measures directly on their data, effectively addressing challenges that often arise with conventional data security approaches. Simply select a cloud account, tenant, or organization, and we will automatically reveal the data you possess, how it is overseen, and offer guidance on mitigating any security or compliance risks that may exist. With Cyera, you can ensure your data security strategy is both proactive and comprehensive.

One of the greatest hurdles in cybersecurity is effectively prioritizing risk, and our cutting-edge solution offers a tailored business framework for your security operations, enabling you to assess the efficacy of your security measures in relation to your specific organizational needs. Cyclops seamlessly integrates with your current security systems through the CSMA methodology, collecting metadata on a variety of threats, vulnerabilities, cloud environments, SaaS applications, and beyond. It further enhances this information by contextualizing it, analyzing the same entities across different integrated platforms. By delivering this context-driven approach to risk assessment, our cybersecurity mesh product empowers you to make informed decisions and concentrate on what truly matters for your business's security posture. Ultimately, this allows organizations to proactively address vulnerabilities while aligning security strategies with business objectives.

With over ten years of AI modeling experience and a quarter-century in the fields of analytics and machine learning, Trellix Wise XDR capabilities effectively mitigate alert fatigue while identifying elusive threats. It enhances team efficiency by automatically escalating issues with relevant context, allowing every team member to actively seek out and resolve potential threats. Wise stands out by integrating with three times as many third-party applications compared to its competitors and harnesses real-time threat intelligence derived from a staggering 68 billion daily queries across over 100 million endpoints. The platform streamlines the process by automatically investigating alerts and prioritizing them through automated escalation, underpinned by workflows and analytics refined over a decade and backed by more than 1.5 petabytes of data. Users can seamlessly find, investigate, and address threats using AI-driven prompts that utilize everyday language, resulting in significant efficiency gains. In fact, teams can reclaim up to eight hours of Security Operations Center (SOC) work for every 100 alerts processed, with visible time savings displayed on dashboards. Trellix Wise ultimately alleviates alert fatigue for security operations teams of all experience levels, empowering them to investigate and automate the resolution of every alert effectively. This ensures a more robust defense against cyber threats in an increasingly complex digital landscape.

Reveal your attack surface by adopting the viewpoint of potential attackers for more effective preemptive measures. Mitigate risks through the continuous oversight of your case goals and assets, enabling your teams to gain actionable insights that thwart criminal activities. Our services empower organizations to identify and address pertinent cyber threats ahead of time, alleviating manual tasks and improving the return on investment in cybersecurity. Bolster defenses against nation-state threats. Gain access to specific, actionable intelligence that helps you combat a variety of cyber risks. Leverage extensive on-premises data and specialized knowledge to boost operational efficiency, minimize false alarms, and refine threat assessment processes. Understand your attack surface from the adversary's standpoint. By evaluating the enemy’s perspective regarding your organization, you can comprehensively gauge the risks you face and prioritize your security initiatives accordingly. Additionally, tackle digital fraud that pertains to online transactions, reimbursements, bank card use, loyalty schemes, and much more, ensuring a safer digital environment for your operations. By staying one step ahead of potential threats, your organization can significantly enhance its overall cybersecurity posture.

The Veriti platform, powered by AI, actively oversees and effectively addresses security vulnerabilities throughout the entire security framework without interfering with business operations, starting from the operating system level and extending upwards. With full transparency, you have the ability to quickly eliminate threats before they materialize. Veriti integrates all configurations to create a foundational security baseline, and it then correlates various data sources such as telemetries, CAASM, BAS, vulnerability management solutions, security logs, and intelligence feeds to identify misconfigurations that could lead to exposures. This automated process allows for a non-intrusive evaluation of all security settings. You'll gain direct insight into your risk posture and all available remediation strategies, which include compensating controls, Indicators of Compromise (IoCs), and necessary patches. Consequently, your team can make well-informed security decisions. The most effective remediation occurs before vulnerabilities can be exploited. By utilizing advanced machine learning techniques, Veriti not only predicts the potential ripple effects of any remediation action but also evaluates the possible impacts, ensuring that your security measures are both proactive and strategic. As a result, your organization can maintain a robust security posture in an ever-evolving threat landscape.

ARTEMIS, developed by Repello AI, proactively seeks out vulnerabilities in your AI applications by mimicking the tactics employed by cybercriminals. By conducting thorough tests, ARTEMIS identifies and assists in addressing security threats before they can be leveraged in live environments, drawing on the largest collection of AI-focused threat intelligence available. Key Features: 1. Replicates genuine attack scenarios against your AI systems. 2. Identifies vulnerabilities throughout your AI architecture. 3. Offers practical recommendations for mitigation. 4. Evolves in response to new threats as your AI applications expand. Created by security experts, ARTEMIS is designed to safeguard AI from potential breaches. It is crucial to implement robust security measures early in the development phase and maintain them through the deployment process, ensuring ongoing protection against emerging threats.

Ivanti Neurons for RBVM transforms traditional vulnerability management by adopting a risk-based approach that helps security teams focus on vulnerabilities posing the greatest threat to their organization. It ingests data from over 100 vulnerability sources, manual pen tests, and threat intelligence feeds to continuously analyze and prioritize risks. The platform offers automation features such as playbooks and SLA-driven workflows to streamline remediation efforts and reduce mean time to remediation. Real-time alerts and deep integration with ticketing systems improve coordination between security and IT operations teams. Customizable dashboards and threat-based views provide clear visibility tailored for different stakeholders, from SOC analysts to executives. Ivanti’s unique Vulnerability Risk Rating (VRR) scores vulnerabilities based on threat context, updating dynamically with new intelligence. The platform also supports seamless integration with Ivanti Neurons for Patch Management, enabling direct vulnerability-to-patch workflows. With Ivanti Neurons for RBVM, organizations can improve their cybersecurity posture while optimizing operational efficiency.

JupyterHub allows users to establish a multi-user environment that can spawn, manage, and proxy several instances of the individual Jupyter notebook server. Developed by Project Jupyter, JupyterHub is designed to cater to numerous users simultaneously. This platform can provide notebook servers for a variety of purposes, including educational environments for students, corporate data science teams, collaborative scientific research, or groups utilizing high-performance computing resources. It is important to note that JupyterHub does not officially support Windows operating systems. While it might be possible to run JupyterHub on Windows by utilizing compatible Spawners and Authenticators, the default configurations are not designed for this platform. Furthermore, any bugs reported on Windows will not be addressed, and the testing framework does not operate on Windows systems. Although minor patches to resolve basic Windows compatibility issues may be considered, they are rare. For users on Windows, it is advisable to run JupyterHub within a Docker container or a Linux virtual machine to ensure optimal performance and compatibility. This approach not only enhances functionality but also simplifies the installation process for Windows users.

Edison Analysis serves as an advanced scientific data-analysis tool developed by Edison Scientific, functioning as the core analytical engine for their AI Scientist platform known as Kosmos. It is accessible through both Edison’s platform and an API, facilitating intricate scientific data analysis. By iteratively constructing and refining Jupyter notebooks within a specialized environment, this agent takes a dataset alongside a prompt to thoroughly explore, analyze, and interpret the information, ultimately delivering detailed insights, comprehensive reports, and visualizations akin to the work of a human scientist. It is capable of executing code in Python, R, and Bash, and incorporates a wide array of common scientific-analysis libraries within a Docker framework. As all operations occur within a notebook, the logic behind the analysis remains completely transparent and accountable; users have the ability to examine how data was processed, the parameters selected, and the reasoning that led to conclusions, while also being able to download the notebook and related assets whenever they wish. This innovative approach not only enhances the understanding of scientific data but also fosters greater collaboration among researchers by providing a clear record of the entire analytical process.

The Jupyter Notebook is a web-based open-source tool that enables users to create and distribute documents featuring live code, visualizations, equations, and written explanations. Its applications are diverse and encompass tasks such as data cleaning and transformation, statistical modeling, numerical simulations, data visualization, machine learning, among others, showcasing its versatility in various fields. Additionally, it serves as an excellent platform for collaboration and sharing insights within the data science community.