Fiddler AI vs Lakera: pricing, features, traffic, and use cases

Dynamo AI is an enterprise platform for deploying secure, compliant, and reliable Generative AI. It offers AI guardrails, hallucination detection, red-teaming, and observability to manage AI risks and accelerate production at scale.

Robust Intelligence, now a Cisco company, is an end-to-end AI risk management platform. It secures AI models throughout their lifecycle with a real-time AI Firewall and automated testing, helping enterprises mitigate security, ethical, and operational risks to deploy AI safely and responsibly.

BeyondGuard is an enterprise AI security platform providing real-time threat blocking, low-code policy control, and unified risk visibility for LLMs, RAG, and AI agents. It protects against prompt injection, data leakage, jailbreaks, and unauthorized tool use, ensuring compliant and safe AI deployment across any stack.

Mindgard is an advanced AI security platform specializing in automated red teaming and continuous security testing for AI models. It helps organizations identify and mitigate unique AI vulnerabilities like prompt injection, data poisoning, and model evasion. Designed for enterprises, Mindgard supports a wide range of models, including LLMs and generative AI, ensuring AI systems are secure, compliant, and trustworthy throughout their lifecycle.

WhyLabs is an AI observability and security platform designed for MLOps, SRE, and security teams. It provides tools to monitor, secure, and optimize AI applications, including LLMs and predictive models. The platform detects data drift, performance degradation, and security threats like prompt injections in real-time, all while using a privacy-preserving architecture that never moves or duplicates raw data.

Aporia is an enterprise-grade platform providing AI Guardrails and Observability for any AI workload. It ensures AI applications are secure, reliable, and compliant by preventing issues like prompt injections, data leakage, and hallucinations, while also offering detailed cost management for LLMs.

ZeroTrusted.ai is an advanced AI security platform offering an AI Firewall, Gateway, and Health Check to protect enterprise AI ecosystems. It enforces Zero Trust principles to safeguard against data leaks, ensure compliance, and secure Large Language Models (LLMs), AI agents, and RAG systems from threats.

ModelOp is a leading enterprise AI Governance software platform designed to help organizations accelerate AI innovation responsibly. It provides a centralized system to manage, monitor, and govern all AI initiatives, including generative AI, LLMs, in-house models, and third-party systems, ensuring compliance, mitigating risk, and maximizing value.

Pangea is a developer-first platform offering a suite of API-based security services. It provides essential security guardrails for web and AI applications, enabling developers to easily embed features like secure audit logging, data redaction, threat intelligence, and authentication. Pangea is designed to accelerate development while ensuring applications are secure and compliant from the start.

Openlayer is an enterprise-grade platform for AI evaluation and observability. It empowers teams to test, monitor, and govern both traditional machine learning models and large language models (LLMs) throughout their entire lifecycle, from development to production, ensuring reliability and compliance.

LeakSignal is an advanced, AI-powered data governance and protection platform, now part of F5. It specializes in real-time data classification and policy enforcement for data-in-transit, specifically designed to secure modern applications, APIs, and AI/LLM interactions against sensitive data leaks and ensure regulatory compliance.

Credo AI is an enterprise-grade AI governance platform that helps organizations operationalize Responsible AI (RAI). It enables businesses to manage AI risks, ensure compliance with global regulations, and build trust by providing tools for inventory, assessment, and monitoring of all AI systems, including generative AI.

Wald.ai is an enterprise-grade security platform that enables teams to use powerful AI assistants like ChatGPT, Claude, and Gemini without leaking sensitive data. It provides a unified interface with advanced Data Loss Prevention (DLP), contextual data redaction, and end-to-end encryption to ensure security and compliance.

Monitaur is an AI governance and risk management platform that helps businesses operationalize responsible AI. It unifies data, governance, risk, and compliance teams to mitigate AI risks, ensure model fairness and performance, and turn ethical principles into provable actions.

XenonStack is an enterprise-grade AI platform designed to build, deploy, and manage Agentic AI systems. It provides a comprehensive 'Data Foundry' and a suite of tools to automate complex workflows, enhance decision-making, and ensure responsible AI governance. It empowers businesses to transform their operations through autonomous, intelligent agents.