Best Model Evaluation & Testing Software

Giskard is an AI security testing platform that detects vulnerabilities in LLM agents through red teaming, including hallucinations, prompt injections, and security flaws. Open-source Python library and enterprise Hub available.

Arize AI is a unified LLM observability and agent evaluation platform for monitoring, troubleshooting, and improving AI models and applications in production.

WhyLabs is an AI observability platform that monitors machine learning models, data pipelines, and generative AI applications for quality, performance, security, and issues like drift and bias.

Fiddler AI is an all-in-one AI Observability and Security platform that provides real-time monitoring, guardrails, root cause analysis, and governance for deploying AI agents, LLMs, and ML models in production.

Truera is a provider of AI observability platforms for machine learning monitoring, quality management, explainability, and predictive diagnostics across model lifecycles.

Deepchecks is a platform for evaluating and monitoring machine learning models, with a focus on large language models (LLMs) to detect issues like hallucinations, bias, and performance drift.

Confident AI is a cloud platform for evaluating, testing, and monitoring large language model applications with metrics, observability tools, and CI/CD integration.