MLOps monitoring 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

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

AI Studio is a comprehensive MLOps platform that provides enterprise-level tools for machine learning governance, monitoring, and deployment. It enables companies to streamline their ML operations with real-time insights and automated workflows.

• Freemium

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$

Keywords AI is a comprehensive developer platform for LLM applications, offering monitoring, debugging, and deployment tools. It serves as a Datadog-like solution specifically designed for LLM applications.

• Freemium
• From 7$

Watchlog is an AI-powered full-stack monitoring platform that brings metrics, logs, traces, and real-user monitoring into a unified dashboard for comprehensive observability across infrastructure, applications, and services.

• Freemium
• From 5$

LangWatch empowers AI teams to ship 10x faster with quality assurance at every step. It provides tools to measure, maximize, and easily collaborate on LLM performance.

• Paid
• From 59$

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

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

HawkFlow.ai is a monitoring tool designed for engineers, product owners, and CTOs, integrating seamlessly with machine learning infrastructure to provide valuable insights and facilitate efficient decision-making.

• Freemium
• API

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$

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

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

• Freemium

Metoro is a Kubernetes observability platform that provides automatic APM, logging, tracing, and profiling through eBPF technology, requiring zero code changes and one-minute setup.

• Freemium
• From 20$

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

• Freemium
• From 50$

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

• Freemium

Libretto offers comprehensive LLM monitoring, automated prompt testing, and optimization tools to ensure the reliability and performance of your AI applications.

• Freemium
• From 180$

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$

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$

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

• Freemium
• From 50$

AgentOps is a comprehensive developer platform that enables testing, debugging, and deployment of AI agents with support for 400+ LLMs, Crews, and AI agent frameworks.

• Freemium
• From 40$

PredictOPs is a Gen-AI powered AIOps platform that provides advanced monitoring and intelligence-driven solutions for enhanced operational efficiency and resilience.

• Free Trial

Simple Ops is an AI-powered performance monitoring platform that tracks website health, uptime, and core web vitals to improve SEO and user experience with real-time alerts.

• Freemium
• From 20$

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

• Freemium

Valohai is an MLOps platform that streamlines complex machine learning workflows with CI/CD capabilities and pipeline automation, supporting on-premises and any-cloud environments.

• Contact for Pricing

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

• Free

Helicone is an all-in-one platform for monitoring, debugging, and improving production-ready LLM applications. It provides tools for logging, evaluating, experimenting, and deploying AI applications.

• Freemium
• From 20$

OpenLIT is an open-source observability platform designed to streamline AI development workflows, particularly for Generative AI and LLMs, offering features like prompt management, performance tracking, and secure secrets management.

• Other

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

Striveworks Chariot is an MLOps platform that enables rapid building, deployment, and monitoring of machine learning models with full data and model auditability.

• Contact for Pricing