AI Security and Anomaly Detection Reviews and Ratings
What is AI Security and Anomaly Detection?
AI Security and Anomaly Detection is a market focused on providing runtime protection and monitoring for AI applications, particularly those using generative models like large language models (LLMs). These solutions detect and mitigate risks such as prompt injection, hallucinations, toxicity, biased outputs, data leakage, and performance drift. Delivered as cloud-native modules via APIs or embedded within applications, they offer real-time visibility into content and security anomalies. The market supports compliance with emerging regulations, enables centralized oversight across multiple AI deployments, and helps organizations safeguard their brand and decision-making processes from faulty or malicious AI behavior.
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Cisco is a company that specializes in networking technologies, particularly Internet Protocol (IP)-based solutions. It was established in 1984 by a group of computer scientists from Stanford University. As of today, Cisco has a global workforce, continuing to innovate in various fields, notably in routing and switching. Adding to its core business, the company also delves into emerging technologies including home networking, IP telephony, optical networking, security features, storage area networking, and wireless technology. Moreover, Cisco extends its expertise to offer a sweeping range of services such as technical support and advanced services. The company sells its products and services on an enterprise level, to commercial businesses, service providers, and end-users.
Prompt Security is a company dedicated to enhancing the adoption of Generative AI for enterprises, and safeguarding against the various risks that could affect their applications, employees and customers. It scrutinizes every application of Generative AI — encompassing AI tools used by workforce and GenAI incorporations in client-centric products. The company diligently examines each prompt and model response in AI to prevent the divulgence of confidential data, stop objectionable content, and secure against GenAI-specific threats. Additionally, it offers governance and comprehensive visibility of the AI tools being utilized in enterprises for their respective leadership teams. Essentially, Prompt Security facilitates organizations to securely implement Generative AI.
AI offers transformative potential for your organization, but also brings significant security and governance complexities. The Aim platform helps detect and mitigate these risks as adoption accelerates, empowering security teams to work collaboratively across the organization and unlock AI’s full business value.
Palo Alto Networks is a global cybersecurity organization shaping the future of cloud-centric technology. The main business objective is to provide effective cybersecurity solutions, maintaining and valuing the digital way of life. It addresses the significant issue of maintaining digital security in an increasingly online-centric world. The company utilizes innovative approaches leveraging advancements in artificial intelligence, analytics, automation, and orchestration. Offering an integrated platform and bolstering a burgeoning ecosystem of collaborators, it assures protection across various platforms including clouds, networks, and mobile devices. The organization envisions a progressively safe and secure digital world each day.
CalypsoAI is an enterprise-grade AI security company that provides a unified platform to secure AI systems, applications, and agents at the inference layer.
Founded in 2018, CalypsoAI began by supporting national security use cases and has since expanded into the commercial sector, helping organizations adopt generative AI safely and responsibly. The CalypsoAI Platform delivers real-time threat prevention, agent-driven red-teaming, and centralized oversight to protect against prompt injection, data leakage, and evolving AI-specific threats. CalypsoAI is used by Fortune 500 companies across sectors such as financial services, consumer goods, and critical infrastructure.
The platform includes autonomous red-teaming tools, customizable defensive scanners, and enterprise-wide observability to enable continuous protection and compliance with emerging AI regulations.
The focus of the company is to reconstruct the approach to observability via a real-time streaming analytics pipeline. This pipeline offers monitoring, visualization, and alerting capabilities whilst eliminating the challenges of indexing and excessive costs. The company facilitates users to establish various data pipelines per use case, offering profound insights at a significantly lower price. In essence, the main business problem the company solves is to streamline the future of data.
Cranium is an enterprise AI security and trust software firm, enabling organizations to gain visibility, security, and compliance across their AI and GenAI systems. Organizations can map, monitor, and manage their AI/ML environments against adversarial threats without interrupting how teams train, test, and deploy their AI models through its Cranium Enterprise software platform. The Cranium platform also allows organizations to quickly gather and share information about the trustworthiness and compliance of their AI models with their third parties, clients, and regulators. Cranium helps cybersecurity and data science teams understand that AI impacts their systems, data, or services everywhere.
HiddenLayer focuses on providing security solutions for artificial intelligence systems. Its AISec Platform addresses challenges in supply chain security, runtime defense, posture management, and automated red teaming, aimed at protecting agentic, generative, and predictive AI applications. The platform is designed to help organizations manage risk and ensure compliance as they implement AI technologies. HiddenLayer utilizes proprietary technology and research to protect AI models against threats such as prompt injection, adversarial manipulation, model theft, and supply chain compromise.
Lasso Security focuses on addressing security vulnerabilities associated with large language models (LLMs) used by organizations. The company's main aim is to protect the various interaction points between businesses and generative AI technologies, helping organizations mitigate risks related to data privacy and secure deployment of LLM-based solutions. Lasso Security provides solutions designed to secure the integration and use of AI models within enterprise environments.
TrojAI is a comprehensive security platform for Artificial Intelligence (AI) that protects AI models, applications, and agents. The company’s platform empowers enterprises to safeguard AI systems both at build time and run time. TrojAI Detect automatically red teams AI models, safeguarding model behavior and delivering remediation guidance at build time to mitigate any risks or vulnerabilities discovered. TrojAI Defend is an AI application and agent firewall that protects enterprises from real-time threats at run time, stopping attacks like prompt injection, jailbreaking, data leakage, and model denial of service. By assessing the risk of AI model behavior during the model development lifecycle and protecting it at run time, TrojAI delivers end-to-end security for AI models, applications, and agents to enable the secure rollout of AI in the enterprise.