AI Observability & Monitoring
Compare 206 ai observability & monitoring tools to find the right one for your needs
📂 Subcategories
📁 AI Anomaly Detection
📁 AI Latency Tracking
📁 AI Model Drift Detection
📁 AI System Health Monitoring
📁 Aporia Alternatives
📁 Arize AI Alternatives
📁 Deepchecks Alternatives
📁 Evidently AI Alternatives
📁 LLM Performance Monitoring
📁 Whylabs Alternatives
🔧 Tools
Compare and find the best ai observability & monitoring for your needs
Traceloop
An observability platform specifically designed for applications powered by large language models.
Censius AI
An AI observability platform for monitoring, explaining, and improving machine learning models in production.
Langfuse
An open-source platform for LLM observability, tracing, and evaluation, helping teams build and maintain production-grade LLM applications.
Langfuse
An open-source platform for LLM observability, providing tools for tracing, debugging, and analyzing LLM applications.
Helicone
An open-source observability platform for large language models, helping developers monitor and manage their LLM-powered applications.
Maxim AI
An end-to-end platform for building, deploying, and managing generative AI applications in the enterprise.
Langfuse
An open-source platform for LLM application development, providing tools for observability, evaluation, and prompt management.
HoneyHive
A platform for evaluating, monitoring, and improving generative AI applications.
Langfuse
An open-source platform for tracing, debugging, and analyzing LLM applications.
Langfuse
An open-source platform for LLM observability, providing tools for tracing, debugging, and improving LLM applications.
LangSmith
A platform for debugging, testing, evaluating, and monitoring LLM applications.
Deepchecks
An open-source and commercial platform for ML model and data validation.
Helicone
An open-source platform for monitoring and debugging large language models.
Langfuse
An open-source platform for tracing, debugging, and analyzing LLM applications.
Censius
An AI observability platform for monitoring, explaining, and optimizing ML models.
Vectice
A platform for cataloging, governing, and managing AI assets and knowledge.
Helicone
An open-source platform for monitoring and debugging LLM applications, providing insights into usage, costs, and performance.
Deepchecks
An open-source platform for testing and validating machine learning models and data.
Galileo
A platform for evaluating, monitoring, and protecting generative AI applications and agents at enterprise scale.
Evidently AI
An open-source Python library to evaluate, test, and monitor ML models in production.
LangSmith
An observability and evaluation platform from the creators of LangChain for building production-grade LLM applications.
Galileo
A platform for evaluating and monitoring generative AI applications, from development to production.
Weights & Biases
A developer-first MLOps platform for experiment tracking and model management.
Aporia
A centralized observability platform for ML models in production.
Arthur
An AI performance monitoring and optimization platform for enterprises.
Galileo
An AI observability platform for unstructured data and LLMs.
Superwise
An AI assurance platform for model and data monitoring.
Aporia
A complete observability platform for ML, giving teams the visibility and control they need to trust their AI.
Evidently AI
An open-source tool and platform for ML model evaluation and monitoring.
Traceloop
An open-source platform for monitoring and debugging LLM applications, built on OpenTelemetry.
Superwise
An AI observability platform for monitoring, managing, and optimizing machine learning models in production.
Arthur AI
An AI performance and observability platform for monitoring, troubleshooting, and optimizing machine learning models.
Helicone
An open-source platform for logging, monitoring, and analyzing LLM requests, helping teams build reliable and cost-effective AI applications.
Portkey.ai
An AI gateway and observability suite that helps teams build reliable, cost-effective, and fast AI applications.
Lightrun
A developer-native observability platform that allows engineers to add logs, metrics, and traces to live applications in real-time, without redeploying.
Portkey AI
A platform to monitor, manage, and improve generative AI apps.
LangSmith
A platform for debugging, testing, evaluating, and monitoring your LLM applications.
HoneyHive
A platform to evaluate, monitor, and improve your generative AI applications.
Weights & Biases
A platform for tracking experiments, visualizing model performance, and managing the machine learning lifecycle.
ClearML
An open-source platform for experiment management, data versioning, and ML automation.
Netdata
A distributed, real-time, performance and health monitoring solution for systems and applications.
Evidently AI
An open-source Python library to evaluate, test, and monitor ML models in production.
Weights & Biases
An MLOps platform for experiment tracking, data versioning, and model management, with features for monitoring model performance.
ClearML
An open-source MLOps platform for experiment management, workflow automation, and data management.
Galileo AI
An AI observability and evaluation platform that helps teams evaluate, monitor, and protect generative AI applications and agents.
Arize AI
An end-to-end platform for ML observability and model monitoring, helping teams detect issues, troubleshoot, and improve model performance.
Weights & Biases
A platform that helps machine learning teams build better models faster with experiment tracking, dataset versioning, and model management.
Arize AI
An ML observability platform designed to help teams monitor, troubleshoot, and explain their AI models in production.
Arize AI
An observability platform for monitoring, troubleshooting, and explaining machine learning models in production.
Superwise
An enterprise-ready AI observability platform to monitor, troubleshoot, and optimize models and LLM applications.
Checkmk
A comprehensive IT monitoring solution for servers, networks, applications, and cloud environments.
Weights & Biases
A platform for tracking experiments, managing models, and collaborating on ML projects.
Arize AI
Unified AI engineering and evaluation platform to accelerate development and improvement of AI apps and agents.
Arthur AI
A platform for monitoring, managing, and optimizing AI models at enterprise scale.
Gantry
A platform to help teams develop, evaluate, and monitor AI-powered products.
Neptune.AI
A metadata store for MLOps to manage ML experiments and models.
Comet
An MLOps platform for experiment tracking, model management, and monitoring.
Arize AI
An end-to-end ML observability platform for monitoring, troubleshooting, and explaining machine learning models.
Comet
An MLOps platform for experiment tracking, model production monitoring, and model registry.
WhyLabs
An AI observability platform that prevents data quality issues and model drift from impacting business results.
Galileo
A platform for evaluating and observing large language models, helping teams to build high-quality generative AI applications.
Weights & Biases
A platform for tracking experiments, versioning data, and collaborating on machine learning projects.
Mona
A flexible and intelligent monitoring platform for AI systems, providing insights into data and model behavior.
Coralogix
A full-stack observability platform that uses a unique streaming analytics architecture to analyze data in-stream.
Lightstep
An observability platform that provides distributed tracing, metrics, and logs for modern, microservices-based applications.
Fiddler AI
A unified platform for monitoring, explaining, analyzing, and improving ML models in production.
Fiddler AI
A pioneering platform for AI Observability that provides monitoring, explainability, and fairness for machine learning models.
Sentry
A developer-first application monitoring platform that helps you diagnose, fix, and optimize the performance of your code.
Grafana
An open-source platform for monitoring and observability, widely used for visualizing time-series data.
Comet ML
A platform for tracking, comparing, explaining, and optimizing ML experiments and models.
TruEra
A platform for AI quality management, providing testing, monitoring, and explainability for machine learning models.
Fiddler AI
A platform for monitoring, explaining, and analyzing ML and LLM applications to build trust and transparency.
Monte Carlo
An end-to-end data observability platform that helps data teams detect, resolve, and prevent data quality issues.
Arize AI
An end-to-end platform for ML monitoring, troubleshooting, and explainability.
Grafana
An open-source platform for monitoring and observability, allowing you to query, visualize, alert on, and understand your metrics.
Neptune.ai
A metadata store for MLOps, built for research and production teams that run a lot of experiments.
Sentry
An open-source error tracking and performance monitoring platform that helps developers diagnose, fix, and optimize their code.
WhyLabs
Monitors data and models in production to prevent data quality issues and model drift.
Honeycomb
An observability platform that helps you understand, debug, and improve your production systems.
Censys
An internet intelligence platform that helps organizations discover, monitor, and analyze their external attack surface.
Arize AI
A platform for monitoring, troubleshooting, and evaluating machine learning models and LLM applications.
Sematext
An all-in-one observability platform for logs, metrics, traces, and real user monitoring.
Sentry
An open-source error tracking and performance monitoring platform that helps developers see what actually matters, solve quicker, and learn continuously.
Grafana Labs
An open-source platform for monitoring and observability, allowing you to query, visualize, alert on, and understand your metrics no matter where they are stored.
Comet ML
A platform for tracking, comparing, explaining, and optimizing machine learning models and experiments.
Neptune.ai
A metadata store for MLOps, built for research and production teams that run a lot of experiments.
Valohai
A machine learning platform that automates the ML pipeline, from data extraction to model deployment.
Domino Data Lab
An MLOps platform that accelerates the development and deployment of data science work while increasing collaboration and governance.
Arize AI
An end-to-end ML observability platform for monitoring, troubleshooting, and explaining machine learning models in production.
Grafana Labs
An open-source platform for monitoring and observability, with capabilities for machine learning model monitoring.
Verta AI
An MLOps platform for building, deploying, and managing machine learning models at scale.
Neptune.ai
An MLOps platform that helps teams manage their ML experiments and models.
Arize AI
An end-to-end platform for ML observability and evaluation, helping teams monitor, troubleshoot, and improve AI in production.
Sentry
A developer-first application monitoring platform that helps teams diagnose, fix, and optimize the performance of their code.
WhyLabs
An AI observability platform that enables teams to monitor their machine learning models and data pipelines for issues like data drift, data quality, and model performance degradation.
Monte Carlo
A data observability platform that helps organizations achieve more reliable data by preventing and resolving data downtime.
ZenML
An open-source MLOps framework for creating reproducible machine learning pipelines.
Fiddler AI
A platform for model performance management that provides explainability, monitoring, and fairness for AI models.
Sentry
An open-source error tracking and performance monitoring platform that helps developers diagnose, fix, and optimize their code.
Coralogix
A full-stack observability platform that uses a unique streaming architecture to analyze data in-stream.
Monte Carlo
A data observability platform that helps data teams detect, resolve, and prevent data quality issues.
WhyLabs
An AI observability platform that prevents data quality and model performance issues from impacting business results.
Grafana Cloud
A fully managed, composable observability platform that brings together metrics, logs, and traces.
Lightstep
An observability platform that provides deep visibility into complex, large-scale distributed systems.
Honeycomb
An observability platform designed for exploring and understanding complex and unpredictable systems.
Chronosphere
A cloud-native observability platform that provides scalable and reliable monitoring for metrics and traces.
ExtraHop
A cloud-native network detection and response (NDR) platform that provides real-time visibility and threat detection.
Dynatrace
An all-in-one platform with AI-powered observability, security, and business analytics.
Prometheus
An open-source systems monitoring and alerting toolkit originally built at SoundCloud.
WhyLabs
A platform for monitoring data and AI applications to prevent data quality issues and model performance degradation.
WhyLabs
An AI observability platform that prevents data quality and model performance issues by monitoring data pipelines and ML models.
Dynatrace
An all-in-one platform with AI-powered observability, security, and business analytics.
Seldon
An open-source MLOps platform for deploying, monitoring, and explaining machine learning models on Kubernetes.
Dynatrace
An all-in-one platform that provides full-stack observability, AIOps, and application security, with capabilities for monitoring AI-powered applications.
Fiddler AI
A comprehensive AI observability platform that provides monitoring, explainability, and analytics for machine learning and large language models.
Grafana Labs
An open-source platform for monitoring and observability, offering visualization, monitoring, and analysis of metrics, logs, and traces.
Fiddler AI
A platform for explainable AI monitoring, providing visibility and insights into model behavior and performance.
Grafana Labs
An open-source platform for monitoring and observability that allows you to query, visualize, alert on, and understand your metrics no matter where they are stored.
Dynatrace
A software intelligence platform that uses AI to monitor and optimize application performance, development and security, IT infrastructure, and user experience.
Dynatrace
An all-in-one platform with automatic and intelligent observability for enterprise-scale AI systems.
Grafana Labs
An open-source platform for monitoring and observability, enabling visualization and analysis of metrics, logs, and traces.
WhyLabs
An AI observability platform that enables teams to monitor and prevent data drift, data quality issues, and model degradation.
Lightstep
An observability platform that provides deep visibility into complex, distributed systems, now part of ServiceNow.
Dynatrace
A software intelligence platform that provides AI-powered observability, automation, and security for modern cloud environments.
Anodot
An AI-powered platform that provides real-time anomaly detection and business monitoring.
LogicMonitor
A fully automated, cloud-based observability platform for enterprise IT and managed service providers.
Instana
An automated application performance monitoring (APM) and observability platform for cloud-native applications.
Fiddler AI
An AI observability platform that provides model performance management, explainable AI, and fairness.
BigPanda
An AIOps platform that helps IT Operations teams to automate and scale their incident management processes.
Dynatrace
A leading observability platform that provides AI-powered monitoring for infrastructure, applications, and user experience, now including LLM observability.
LogicMonitor
A fully automated, cloud-based observability platform for enterprise IT and managed service providers.
Instana
An automated application performance monitoring (APM) and observability platform for cloud-native applications.
Fiddler AI
A Model Performance Management (MPM) platform focused on explainability and fairness.
Dynatrace
An all-in-one platform that provides full-stack, automated observability for cloud-native environments.
Datatron
An MLOps platform for deploying, monitoring, and managing machine learning models at scale.
Grafana Labs
An open-source platform for monitoring and observability, known for its powerful visualization and dashboarding capabilities.
Arthur AI
An AI performance monitoring and explainability platform that helps you ship better and safer AI.
MLflow
An open-source platform to manage the ML lifecycle, including experimentation, reproducibility, and deployment.
Dynatrace
A full-stack observability platform with AI-powered automation.
Verta
An MLOps platform for the entire ML lifecycle.
Seldon
An open-source and enterprise platform for ML deployment and monitoring.
Grafana
An open-source platform for observability and data visualization.
WhyLabs
An AI observability platform for monitoring data pipelines and ML models at scale. (Note: WhyLabs has discontinued its commercial operations).
Seldon
An open-source MLOps platform for deploying, managing, and monitoring machine learning models at scale.
TruEra
A platform for testing, debugging, and monitoring machine learning models across the full lifecycle.
Dynatrace
An all-in-one platform that provides full-stack, automated observability for cloud-native environments.
Prometheus
An open-source monitoring and alerting toolkit originally built at SoundCloud.
Loom Systems
An AIOps platform that provides automated log analysis and incident resolution.
ScienceLogic
An AIOps platform that provides a unified view of IT operations across hybrid and multi-cloud environments.
Datadog
A broad observability platform that now includes specific features for monitoring ML models and LLM-based applications.
Logz.io
A cloud-native observability platform based on open source tools like ELK and Grafana, with added AI/ML capabilities.
Elastic Observability
A comprehensive observability solution built on the Elastic Stack, providing unified visibility across your entire ecosystem.
Logz.io
A cloud-native observability platform based on open source, providing log management, metrics, and tracing.
Datadog
A monitoring and analytics platform for cloud-scale applications, providing monitoring of servers, databases, tools, and services.
MLflow
An open-source platform to manage the ML lifecycle, including experimentation, reproducibility, deployment, and a central model registry.
DataRobot
An end-to-end enterprise AI platform that automates the process of building, deploying, and managing machine learning models.
H2O.ai
An open-source leader in AI and machine learning, providing a platform to build, deploy, and manage AI applications.
Fiddler AI
An AI observability platform that provides model performance management, explainable AI, and fairness monitoring.
Comet ML
An MLOps platform for experiment tracking, model management, and production monitoring.
MLflow
An open-source platform to manage the ML lifecycle, including experimentation, reproducibility, deployment, and a central model registry.
WhyLabs
An AI observability platform that has discontinued its commercial operations but has open-sourced its technology.
Logz.io
A cloud-native observability platform based on open source tools like Elasticsearch, Logstash, Kibana (ELK), and Grafana.
Galileo
A platform for ML teams to evaluate, monitor, and debug their models and data.
Datadog
A monitoring and analytics platform for cloud-scale applications, providing monitoring of servers, databases, tools, and services.
Elastic Observability
An observability solution built on the Elastic Stack (ELK Stack) for unified logs, metrics, and APM.
OpsRamp
A platform for hybrid infrastructure discovery, monitoring, and automation.
Datadog
A monitoring and security platform for cloud applications that offers AI and ML model monitoring capabilities.
New Relic
An observability platform that provides application, infrastructure, and AI monitoring.
Datadog
A monitoring and analytics platform for cloud-scale applications, providing observability for the full stack, including LLM applications.
New Relic
A comprehensive observability platform that helps engineers monitor, debug, and improve their entire stack, including AI and LLM applications.
Splunk
A data platform that provides observability, security, and IT operations solutions, with capabilities for monitoring machine-generated data from AI systems.
Datadog
A monitoring and analytics platform for cloud-scale applications, providing monitoring of servers, databases, tools, and services.
New Relic
A comprehensive observability platform that provides full-stack visibility into your applications, infrastructure, and user experience.
Splunk
A platform that turns data into doing, providing a unified security and observability platform.
Datadog
A monitoring and security platform for cloud applications, providing full visibility into the health and performance of AI systems.
New Relic
A leading observability platform that provides deep insights into application and infrastructure performance, including AI-powered systems.
Splunk
A data platform that provides observability, security, and IT service intelligence.
New Relic
A comprehensive observability platform that provides full-stack visibility into your applications and infrastructure.
Sumo Logic
A cloud-native platform for continuous intelligence, providing log management, security analytics, and observability.
AppDynamics
An application performance monitoring (APM) and full-stack observability platform.
AppDynamics
An application performance monitoring and full-stack observability platform that helps you see, understand, and optimize your applications.
New Relic
A comprehensive observability platform that offers AI monitoring capabilities for applications using large language models.
Datadog
A monitoring and security platform for cloud applications, providing observability for infrastructure, applications, and logs.
New Relic
A comprehensive observability platform that helps engineers monitor, debug, and improve their entire stack.
Splunk
A data platform that powers security and observability, enabling organizations to investigate, monitor, analyze, and act on their data.
Sumo Logic
A cloud-native platform for continuous intelligence, providing log management, security analytics, and observability.
Splunk
A data platform for search, analysis, and visualization of machine-generated data.
New Relic
A cloud-based observability platform that provides full-stack visibility into your applications and infrastructure.
Datadog
A monitoring and security platform for cloud applications, providing observability into infrastructure, applications, and logs.
New Relic
A comprehensive observability platform for monitoring the entire software stack.
Datadog
A broad observability platform with AI and ML monitoring capabilities.
Fiddler AI
A platform to monitor, explain, and analyze machine learning models and generative AI applications.
Splunk
A platform for searching, monitoring, and analyzing machine-generated big data.
New Relic
A comprehensive observability platform that provides monitoring for applications, infrastructure, and user experiences, including AI monitoring.
Kubeflow
An open-source ML platform dedicated to making deployments of ML workflows on Kubernetes simple, portable, and scalable.
Riverbed
A provider of network performance monitoring, application performance management, and WAN optimization solutions.
Moogsoft
An AIOps and observability platform that helps DevOps and SRE teams to deliver continuous service assurance.
Manifold
A platform for managing and monitoring developer services, including ML models.
Evidently AI
An open-source Python library to evaluate, test, and monitor ML models from validation to production.
Langfuse
An open-source platform for tracing, debugging, evaluating, and managing prompts for LLM applications.
Helios
An observability and testing platform that helps developers troubleshoot, test, and understand their generative AI applications.
Log10
An LLM developer platform for logging, debugging, and testing generative AI applications.
Lunary
An open-source platform for LLM observability, prompt management, and evaluation.
Vectice
A platform that automatically documents AI/ML models, ensuring transparency and simplifying governance.
Whatnot AI
An AI platform that provides insights and analytics for e-commerce businesses to optimize their sales and marketing strategies.
TruLens
An open-source package for evaluating and tracking LLM-based applications.