Tenable AI Exposure vs. Constellation

Reflectiz is a web exposure management platform that helps organizations identify, monitor, and mitigate security, privacy, and compliance risks across their online environments. It provides full visibility and control over first, third, and fourth-party components like scripts, trackers, and open-source libraries that traditional security tools often miss. What sets Reflectiz apart is its ability to operate remotely, without the need to embed code on customer websites. This ensures there’s no impact on site performance, no access to sensitive user data, and no additional attack surface. The platform continuously monitors all external components, providing real-time insights into the behaviors of third-party applications, trackers, and scripts that could introduce risks. By mapping your entire digital supply chain, Reflectiz uncovers hidden vulnerabilities that traditional security tools may overlook. Reflectiz offers a centralized dashboard that enables businesses to gain a comprehensive, real-time view of their web assets. It allows teams to define baselines for approved and unapproved behaviors, swiftly identifying deviations and potential threats. With Reflectiz, businesses can mitigate risks before they escalate, ensuring proactive security management. The platform is especially valuable for industries like eCommerce, finance, and healthcare, where managing third-party risks is a top priority. Reflectiz provides continuous monitoring and detailed insights into external components without requiring any modifications to website code, helping businesses ensure security, maintain compliance, and reduce attack surfaces. By offering deep visibility and control over external components, Reflectiz empowers organizations to safeguard their digital presence against evolving cyber threats, keeping security, privacy, and compliance top of mind.

SOCRadar Extended Threat Intelligence is an all-encompassing platform built to proactively identify and evaluate cyber threats, offering actionable insights that are contextually relevant. As organizations strive for improved visibility into their publicly available assets and the vulnerabilities linked to them, relying only on External Attack Surface Management (EASM) solutions proves insufficient for effectively managing cyber risks; these technologies should be integrated within a broader enterprise vulnerability management strategy. Businesses are increasingly focused on safeguarding their digital assets from every conceivable risk factor. The traditional emphasis on monitoring social media and the dark web is no longer adequate, as threat actors continually adapt and innovate their attack strategies. Thus, comprehensive monitoring across various environments, including cloud storage and the dark web, is vital for empowering security teams to respond effectively. Furthermore, a robust approach to Digital Risk Protection necessitates the inclusion of services such as site takedown and automated remediation processes. By adopting this multifaceted approach, organizations can significantly enhance their resilience in the face of an ever-evolving cyber threat landscape, ensuring they can respond proactively to emerging risks. This continuous adaptation is crucial for maintaining a strong security posture in today's digital environment.

Effectively tracking third-party scripts removes ambiguity, guaranteeing that you remain informed about what is sent to your users' browsers, while also boosting script efficiency by as much as 30%. The uncontrolled existence of these scripts within users' browsers can lead to major complications when issues arise, resulting in negative publicity, possible legal repercussions, and claims for damages due to security violations. Organizations that manage cardholder information must adhere to PCI DSS 4.0 requirements, specifically sections 6.4.3 and 11.6.1, which mandate the implementation of tamper-detection mechanisms by March 31, 2025, to avert attacks by alerting relevant parties of unauthorized changes to HTTP headers and payment details. c/side is distinguished as the only fully autonomous detection system focused on assessing third-party scripts, moving past a mere reliance on threat intelligence feeds or easily circumvented detection methods. Utilizing historical data and advanced artificial intelligence, c/side thoroughly evaluates the payloads and behaviors of scripts, taking a proactive approach to counter new threats. Our ongoing surveillance of numerous websites enables us to remain ahead of emerging attack methods, as we analyze all scripts to improve and strengthen our detection systems continually. This all-encompassing strategy not only protects your digital landscape but also cultivates increased assurance in the security of third-party integrations, fostering a safer online experience for users. Ultimately, embracing such robust monitoring practices can significantly enhance both the performance and security of web applications.

Gemini Enterprise Agent Platform is an advanced AI infrastructure from Google Cloud that enables organizations to build and manage intelligent agents at scale. As the evolution of Vertex AI, it consolidates model development, agent creation, and deployment into a unified platform. The system provides access to a diverse library of over 200 AI models, including cutting-edge Gemini models and leading third-party solutions. It supports both low-code and full-code development, giving teams flexibility in how they design and deploy agents. With capabilities like Agent Runtime, organizations can run high-performance agents that handle long-duration tasks and complex workflows. The Memory Bank feature allows agents to retain long-term context, improving personalization and decision-making. Security is a core focus, with tools like Agent Identity, Registry, and Gateway ensuring compliance, traceability, and controlled access. The platform also integrates seamlessly with enterprise systems, enabling agents to connect with data sources, applications, and operational tools. Real-time monitoring and observability features provide visibility into agent reasoning and execution. Simulation and evaluation tools allow teams to test and refine agents before and after deployment. Automated optimization further enhances agent performance by identifying issues and suggesting improvements. The platform supports multi-agent orchestration, enabling agents to collaborate and complete complex tasks efficiently. Overall, it transforms AI from a productivity tool into a fully autonomous operational capability for modern enterprises.

Wiz introduces a novel strategy for cloud security by identifying critical risks and potential entry points across various multi-cloud settings. It enables the discovery of all lateral movement threats, including private keys that can access both production and development areas. Vulnerabilities and unpatched software can be scanned within your workloads for proactive security measures. Additionally, it provides a thorough inventory of all services and software operating within your cloud ecosystems, detailing their versions and packages. The platform allows you to cross-check all keys associated with your workloads against their permissions in the cloud environment. Through an exhaustive evaluation of your cloud network, even those obscured by multiple hops, you can identify which resources are exposed to the internet. Furthermore, it enables you to benchmark your configurations against industry standards and best practices for cloud infrastructure, Kubernetes, and virtual machine operating systems, ensuring a comprehensive security posture. Ultimately, this thorough analysis makes it easier to maintain robust security and compliance across all your cloud deployments.

Adaptive Security was founded in 2024 by seasoned entrepreneurs Brian Long and Andrew Jones. Since inception, the company has raised over $50 million from top-tier investors including OpenAI, Andreessen Horowitz, and executives from Google Cloud, Fidelity, Plaid, Shopify, and other industry leaders. Adaptive defends organizations against sophisticated, AI-driven cyber threats such as deepfakes, vishing, smishing, and spear phishing. Its next-generation security awareness training and AI phishing simulation platform enables security teams to deliver ultra-personalized training that adapts to each employee’s role, access level, and exposure. This training leverages real-time open-source intelligence (OSINT) and features highly convincing deepfake content—including synthetic media of a company’s own executives—to mirror real-world attack vectors. Through AI-powered simulations, customers can continuously assess and improve organizational resilience. Hyper-realistic phishing tests across voice, SMS, email, and video channels evaluate risk across every major vector. These simulations are fueled by Adaptive’s AI OSINT engine, giving teams deep visibility into how attackers might exploit their digital footprint. Today, Adaptive serves global leaders like Figma, The Dallas Mavericks, BMC Software, and Stone Point Capital. With an industry-leading Net Promoter Score of 94, Adaptive is redefining excellence in cybersecurity.

Around the world, teams focused on risk management, procurement, and compliance face increasing demands to navigate the challenges posed by geopolitical and business risks. The intricacies of both domestic and international operations, alongside a myriad of regulations, significantly influence third-party risks. Therefore, it is essential for organizations to take a proactive approach in managing their relationships with third parties. This innovative platform, leveraging the D&B Data Cloud's extensive database of over 520 million global business records and more than 2 billion updates each year, serves as an AI-driven tool that continually assesses and mitigates counterparty risk. D&B Risk Analytics incorporates top-tier risk data, providing alerts on high-risk transactions and identifying connections across a billion data points, all of which empower businesses to make well-informed choices. Additionally, the platform's intelligent workflows facilitate rapid and comprehensive screening processes, ensuring timely alerts on critical business metrics. As a result, companies can enhance their risk management strategies and improve their overall operational resilience.

DataHub stands out as a dynamic open-source metadata platform designed to improve data discovery, observability, and governance across diverse data landscapes. It allows organizations to quickly locate dependable data while delivering tailored experiences for users, all while maintaining seamless operations through accurate lineage tracking at both cross-platform and column-specific levels. By presenting a comprehensive perspective of business, operational, and technical contexts, DataHub builds confidence in your data repository. The platform includes automated assessments of data quality and employs AI-driven anomaly detection to notify teams about potential issues, thereby streamlining incident management. With extensive lineage details, documentation, and ownership information, DataHub facilitates efficient problem resolution. Moreover, it enhances governance processes by classifying dynamic assets, which significantly minimizes manual workload thanks to GenAI documentation, AI-based classification, and intelligent propagation methods. DataHub's adaptable architecture supports over 70 native integrations, positioning it as a powerful solution for organizations aiming to refine their data ecosystems. Ultimately, its multifaceted capabilities make it an indispensable resource for any organization aspiring to elevate their data management practices while fostering greater collaboration among teams.

Athena Security delivers an industry-leading, AI-powered concealed weapons detection system and entryway security platform for hospitals, K–12 schools, casinos, places of worship, government buildings, and other high-traffic environments where speed, accuracy, and safety are critical. The Apollo 500 concealed weapons detection system enables seamless walk-through screening, using advanced AI to accurately distinguish real threats such as firearms and knives from everyday items like phones and keys—maximizing throughput while reducing false alarms. Athena’s AI-powered baggage X-ray scanner modernizes screening with Apple iPad-based control, replacing legacy consoles with an intuitive interface that improves usability, reduces training time, enables remote operation, and enhances threat detection through automated identification of suspicious items. Athena’s Hospital Visitor Management System delivers deeper intelligence than traditional systems, including visitor history, prior incidents, and person-of-interest alerts—empowering faster, more informed decisions. Integration with EPIC strengthens healthcare workflows while maintaining high security standards. First-of-its-kind innovations include the Ambulance Bay Weapons Detection System (AB-WDS) purpose built for hopsitals for screening stretcher patients and a secondary screening solution for feet and bags, reducing human error in courthouses and government facilities. Built for compliance and real-world deployment across U.S. regions, Athena aligns with DHS best practices and evolving state regulations, including healthcare security mandates AB2975. Telepresence and AR alert glasses provide real-time operational support, while all systems unify into one platform for centralized monitoring, analytics, and enterprise reporting.

ZeroPath is the AI-native SAST that finds vulnerabilities traditional tools miss. We built it because security shouldn't overwhelm developers with noise. Unlike pattern-matching tools that flood you with false positives, ZeroPath understands your code's intent and business logic. We find authentication bypasses, IDORs, broken auth, race conditions, and business logic flaws that actually get exploited and missed by traditional SAST tools. We auto-generate patches and pull requests that match your project's style. 75% fewer false positives, 200k+ scans run per month, and ~120 hours saved per team per week. Over 750 organizations use ZeroPath as their new AI-native SAST. Our research has uncovered critical vulnerabilities in widely-used projects like curl, sudo, OpenSSL, and Better Auth (CVE-2025-61928). These are the kinds of issues off-the-shelf scanners and manual reviews miss, especially in third-party dependencies. ZeroPath is an all-in-solution for your AppSec teams: 1. AI-powered SAST 2. Software Composition Analysis with reachability analysis 3. Secrets detection and validation 4. Infrastructure as Code scanning 5. Automated PR reviews 6. Automated patch generation and more...