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AI usage control (AI-UC) is a technology to discover the use of third-party AI and enforce the security policies of an organization. Key capabilities include enforcing granular data-sharing policies, automatically detecting and cataloging all AI tools (including shadow AI), and moderating content by filtering sensitive data in real time. AI-UC defines and enforces usage policies, inspects content for sensitive data, assesses risk, and raises alerts on anomalies. AI-UC is primarily delivered as a cloud-based service and may include multiple local inspection points. Typical users of AI Usage Control (AI-UC) are security, compliance, and IT teams, including CISOs, data privacy officers, and risk managers. Many current discovery tools treat AI applications as any other application. ignoring unique risks and integrations of AI in an organization's environment. AI usage control provides fine-grained categorization and intent-based policies, enabling safe adoption of third-party applications while mitigating security risks.
Proofpoint AI Security discovers all AI activity across the enterprise - including third-party and embedded AI - spanning SaaS applications, desktop tools, browser extensions, IDE plugins, and GenAI connectors, through multiple inspection points at the endpoint, browser, and network. The platform assesses the risk of each discovered AI tool, defines and enforces granular usage policies, and inspects AI interactions for sensitive data in real time. Fine-grained categorization distinguishes AI-native services from AI embedded within existing applications. Intent-based detection evaluates whether user and AI actions align with the task, moving beyond blanket allow/block decisions. CISOs, security teams, compliance officers, and data privacy leaders use Proofpoint AI Security to enable secure AI adoption while protecting sensitive data while mitigating security risks.
LayerX agentless AI & Browser Security Platform protects organizations against AI, SaaS, web & data leakage risks across any browser, application, device, and identity, with no impact on user experience.
Delivered as an Enterprise Browser Extension, LayerX secures all last-mile user interactions with AI, SaaS & web applications and offers the most comprehensive visibility and enforcement capabilities for AI and browsing risks, including: shadows AI and SaaS discovery, data leakage prevention across GenAI, web and SaaS channels, protection against malicious browser extensions, protection against zero-hour web attacks, identity governance over work and personal identities, and more.
Prisma SASE is a software designed to integrate secure access service edge capabilities for organizations managing distributed networks and remote users. The software combines network security functions such as firewall as a service, secure web gateway, cloud access security broker, and zero trust network access into a single cloud-delivered architecture. Prisma SASE aims to address challenges related to securing branch offices, remote workforces, and cloud resources while maintaining consistent security policies and visibility across all users and locations. The software provides centralized management, threat protection, data security, and access control to support operational efficiency, reduce complexity, and help organizations enforce security standards across hybrid environments.
Prompt Security is a software designed to enhance the security of organizations utilizing generative AI applications. The software provides real-time monitoring and detection of threats targeting AI platforms to support data protection and compliance. It offers features that include identifying unauthorized access, alerting on potential vulnerabilities, and facilitating remediation processes. The software integrates with various AI tools to help safeguard against potential risks such as data leaks or prompt injection attacks. It addresses business challenges related to the safe and responsible deployment of AI technologies by delivering visibility and control over AI-related security events and enabling organizations to maintain secure AI environments.
WitnessAI is a software designed to facilitate the safe adoption and governance of artificial intelligence within enterprise environments. The software provides tools for monitoring, policy enforcement, and access management related to AI workload deployment and usage. WitnessAI offers features such as user activity logging, detailed audit trails, and the ability to define and maintain compliance policies for AI systems. The software addresses business challenges associated with managing regulatory requirements and mitigating potential risks in AI operations by enabling visibility and control over AI usage across organizational systems. WitnessAI supports organizations in maintaining responsible AI practices while aligning with security and compliance objectives.
AccuroAI is an Agentic AI Security and Governance company. It helps enterprises gain instant, end-to-end visibility into every AI application and agent operating across their environment, including web, desktop, and network layers, covering everything from sanctioned SaaS tools to unsanctioned Shadow AI. Its platform gives security and compliance teams clear insight into exactly what data, APIs, and systems each AI agent can access, eliminating blind spots before they become liabilities. Beyond visibility, it delivers real-time detection and blocking of prompt injection attacks, data leakage, unsafe tool use, and unauthorized actions, intervening as agents operate rather than after damage is done. By governing AI at the point of action, it helps enterprises adopt AI confidently, securely, and at scale.
Aurascape is a software designed to facilitate the creation, management, and deployment of artificial intelligence models for businesses. The software integrates various tools to support users throughout the machine learning lifecycle, including data preparation, model training, evaluation, and optimization. Aurascape offers a platform for collaborative workflows, allowing teams to work together on data science projects and streamline experimentation. Features include automated machine learning, scalable infrastructure for handling data, and support for integration with popular machine learning frameworks. The software addresses common challenges in AI development such as reproducibility, efficiency, and collaboration, providing solutions to organize, track, and monitor machine learning experiments in a centralized environment.
Lasso Security is a software designed to identify and manage security vulnerabilities associated with open-source components used within software development environments. The software automates the process of detection, prioritization, and remediation of risks related to third-party packages in repositories such as source code and infrastructure files. Lasso Security enables visibility into security issues, tracks changes over time, and integrates with developer workflows to facilitate management of risks in real time. The software supports organizations in maintaining compliance and governance while streamlining the resolution process by offering actionable insights and notifications. It is suited for development teams seeking to address the challenge of secure open-source usage while minimizing operational disruptions.
Singulr AI is a software designed to automate and optimize financial forecasting and scenario modeling for businesses. It uses machine learning algorithms to analyze large datasets and generate predictive insights that inform strategic decision-making. The software streamlines forecasting processes by integrating financial and operational data, enabling users to create real-time scenarios and projections. It addresses challenges such as manual financial modeling, limited accuracy of predictions, and time-consuming data aggregation. By providing automated workflows, configurable templates, and visualization tools, Singulr AI software supports organizations in improving the reliability and speed of their financial planning and reporting activities.
Airia is an enterprise AI security, orchestration, and governance platform designed to support the deployment and operation of AI systems across organizations. The platform provides controls for managing AI agents, models, applications, and data sources within centralized workflows.
Airia helps organizations address security, governance, and operational challenges associated with agentic and model-driven AI environments, including policy enforcement, access management, monitoring, and risk reduction. It is intended for use in regulated and complex enterprise settings where oversight, auditability, and control are required.
By integrating orchestration and governance capabilities, Airia supports organizations in operationalizing AI while maintaining consistency, visibility, and compliance across AI use cases.
CyberTide DSPM is a European AI-native Data Security Posture Management solution designed to help organizations discover, classify, and govern sensitive data across unstructured and structured sources in cloud, SaaS, and hybrid environments.
The platform provides continuous visibility into data at rest across services such as Microsoft 365, cloud storage, databases, and enterprise file systems, identifying regulated and business-critical data at scale.
CyberTide DSPM uses self-hosted AI models to automatically classify content, detect oversharing, and assess exposure risk without relying only on predefined rules. It supports compliance and audit readiness for GDPR, DORA, NIS2, and industry-specific requirements. Deployed as a self-hosted or private-cloud solution, CyberTide DSPM is designed for organizations that require data residency, transparency, and control over their security architecture.
DeepKeep helps organizations securely adopt and scale AI by reducing risk across AI applications, agents, models, and employee usage. Built for both large language model and computer vision systems, the platform provides native multilingual protection, flexible deployment options including SaaS, private cloud, on-prem, and air-gapped environments, and end-to-end security from development through runtime. DeepKeep combines AI Firewall, AI Usage Control, Vibe and Automated AI Red Teaming, Agent Attack Surface Scanning, and advanced Model Scanning to prevent data leakage, adversarial attacks, misuse, and unsafe AI behavior.
Enkrypt AI Security Platform is a software designed to enhance protection for artificial intelligence systems. The software focuses on identifying and mitigating security vulnerabilities in machine learning models and AI workflows. It offers features such as threat detection, monitoring model behavior, reporting on data integrity, and providing recommendations to improve resilience against adversarial attacks. The software addresses the business problem of securing AI assets from manipulation, model theft, and data leakage by offering comprehensive analytics and automated assessment. It aids organizations in maintaining the reliability of AI systems, complying with regulatory requirements, and ensuring that deployed models operate as intended without exposure to unauthorized actions.
Harmonic Security provides AI Governance and Control software that helps organizations monitor and govern how employees and autonomous agents use AI. The platform provides prompt-level visibility across browser, endpoint, and agentic workflows, including more than 1,000 applications and local and cloud-based MCP environments. It uses context-aware small language models to identify sensitive data, classify AI activity by business use case, and apply policies based on user or agent intent. Security teams can warn, guide, or block risky interactions in real time, set granular permissions for agent actions and connected systems, and protect agentic workflows from prompt injection. Centralized reporting supports risk management, compliance, AI adoption, and investment decisions.
Knostic is a software designed to support data-driven decision making by providing advanced analytics and machine learning capabilities. The software enables businesses to organize, analyze, and interpret complex datasets through automated workflows and interactive data visualization tools. It offers features such as data integration, model development, hypothesis testing, and insight generation across large-scale structured and unstructured information. Knostic addresses challenges related to fragmented data sources and manual data analysis by streamlining processes and improving efficiency in extracting actionable intelligence. The software is suitable for teams looking to harness artificial intelligence for improving accuracy and relevance in business analysis.
LangProtect Armor is an AI application security platform that protects enterprise AI applications and LLM-powered workflows during runtime. The platform inspects prompts, model responses, and AI interactions to detect and prevent prompt injection, jailbreak attempts, sensitive data exposure, policy violations, and unsafe outputs before they reach users or external models. LangProtect Armor enables organizations to enforce security and compliance policies consistently across AI applications through inline policy enforcement, real-time monitoring, configurable guardrails, and detailed audit logging. It integrates with enterprise AI applications and LLM services to improve AI governance, reduce security risk, and support regulatory compliance without disrupting application performance.
Lumia enables organizations to innovate confidently, knowing AI is safe to use by default.
The platform governs how employees and autonomous agents interact with AI. This ensures that usage, from everyday tools to advanced agent workflows, always aligns with business expectations and regulations.
Powered by its proprietary Protocol Analysis Engine, Lumia provides unmatched understanding of AI behavior, interpreting the content, context, and intent behind every interaction to identify risk and enforce policy in real time.
NeuralTrust is a software designed to enhance supply chain security by providing solutions for risk management, supplier assessment, and threat mitigation. The software offers features such as automated supply chain mapping, vulnerability analysis, compliance monitoring, and supply chain event detection to help organizations identify, evaluate, and monitor risks associated with third-party vendors and suppliers. NeuralTrust addresses business challenges related to visibility, security, and compliance in complex global supply chains, offering tools to streamline due diligence processes and support continuous monitoring of supply chain partners to reduce the likelihood of operational disruptions or security incidents.
Notenic is a runtime governance infrastructure that governs the reasoning path and execution of AI agents before they act, rather than just evaluating outputs - making enterprise AI deployment deterministic, cryptographically certified, and board-defensible. It enforces deterministic policy rules, compliance controls, and inference correction at the point of execution (before tool calls) with cryptographic proof and zero data ingestion. Managers initialize role-configured agents; when agents encounter policy boundaries mid-workflow, they escalate in real time with plain English explanations. Every action is logged and cryptographically certified, creating a complete auditable chain of accountability for both agent and human decisions.
Ovalix is a software designed to simplify and optimize data migration and cloud modernization for enterprises. The software provides features for analyzing on-premises data warehouses, automating the assessment and planning of cloud migration projects, and facilitating the transition to various cloud platforms. Ovalix offers tools for code conversion, workload transformation, and dependency analysis, helping organizations address challenges related to migrating legacy systems and modernizing data infrastructure. The software aims to support rapid project execution and reduce complexity by automating key steps in the migration process.
This service may contain translations provided by Google. Google disclaims all warranties related to the translations, express or implied, including any warranties of accuracy, reliability, and any implied warranties of merchantability, fitness for a particular purpose and noninfringement. Gartner's use of this provider is for operational purposes and does not constitute an endorsement of its products or services.
