ML observability tools - AI tools

MetricRule is an open-source tool offering granular monitoring for machine learning models in production, tracking performance, feature drifts, and data anomalies.

• Free

Superwise provides comprehensive ML observability to monitor, analyze, and maintain the health of machine learning models in production.

• Freemium

Censius is an AI observability platform that provides automated monitoring, proactive troubleshooting, and model explainability tools to help organizations build and maintain reliable machine learning models throughout their lifecycle.

• Free Trial

MLflow is an open-source, end-to-end MLOps platform for building better models and generative AI apps. It simplifies complex ML and generative AI projects, offering comprehensive management from development to production.

• Free

Neptune is a scalable experiment tracker designed for monitoring, debugging, and visualizing thousands of per-layer metrics in foundation model training.

• Freemium
• From 50$

Arize is a comprehensive platform designed to accelerate the development and improve the production of AI applications and agents.

• Freemium
• From 50$

Evidently AI is a comprehensive AI observability platform that helps teams evaluate, test, and monitor LLM and ML models in production, offering data drift detection, quality assessment, and performance monitoring capabilities.

• Freemium
• From 50$

Radicalbit is an MLOps and AI Observability platform that accelerates deployment, serving, observability, and explainability of AI models. It offers real-time data exploration, outlier and drift detection, and model monitoring.

• Contact for Pricing

Laminar is an open-source platform that enables developers to trace, evaluate, label, and analyze Large Language Model (LLM) applications with minimal code integration.

• Freemium
• From 25$

TruEra offers an AI observability and diagnostics platform to monitor and improve the quality of machine learning models. It aids in building trustworthy AI solutions across various industries.

• Contact for Pricing

KloudMate is an observability platform delivering advanced monitoring, anomaly detection, and debugging for microservices and cloud infrastructure using AI-powered analytics.

• Usage Based
• From 60$

Phoenix accelerates AI development with powerful insights, allowing seamless evaluation, experimentation, and optimization of AI applications in real time.

• Freemium

Openlayer provides a secure, SOC 2 Type 2 compliant platform for testing, evaluation, and observability of machine learning models. With its seamless, 60-second onboarding and commit-style versioning, it makes data-driven ML evaluation painless and effective.

• Contact for Pricing
• API

Mona provides a Model Performance Insights Platform™ for proactive monitoring of AI, ML, and other data-driven systems in high-stakes environments.

• Contact for Pricing

HoneyHive is a comprehensive platform that provides AI observability, evaluation, and prompt management tools to help teams build and monitor reliable AI applications.

• Freemium

Kubeflow is an open-source toolkit designed to make deploying, managing, and scaling machine learning workflows on Kubernetes simple and portable.

• Free

Langtrace is an open-source observability and evaluations platform designed to help developers monitor, evaluate, and enhance AI agents for enterprise deployment.

• Freemium
• From 31$

Lumigo offers an AI-powered observability platform for troubleshooting microservice issues quickly. It provides end-to-end tracing, log management, and real-time monitoring for cloud infrastructure.

• Freemium
• From 119$

Logz.io is an AI-powered observability platform offering advanced log management, metrics, and distributed tracing to accelerate root cause analysis and system monitoring for modern IT environments.

• Freemium
• From 28$

/ML offers a full-stack AI infrastructure for serving large language models, training multi-modal models on GPUs, and hosting AI applications such as Streamlit, Gradio, and Dash, while providing cost observability.

• Contact for Pricing

Embrace is an AI-powered observability platform that provides real user monitoring for mobile and web applications, helping teams identify performance issues and optimize user experiences through automated insights and comprehensive data analysis.

• Freemium
• From 80$