Best AI Monitoring Tools 2026
AI-enhanced monitoring and observability tools that provide intelligent alerting, anomaly detection, and root cause analysis.
Datadog AI
Datadog
AI-powered observability and monitoring platform with intelligent alerting
New Relic AI
New Relic
New Relic AI is an intelligent observability platform that uses artificial intelligence to provide automated insights, anomaly detection, and root cause...
Dynatrace
Dynatrace LLC
Dynatrace is an AI-powered observability platform that provides full-stack monitoring, application performance monitoring (APM), and automated root...
Grafana
Grafana Labs
Grafana is an open-source analytics and interactive visualization platform that allows users to query, visualize, alert on, and explore metrics,...
Prometheus
Cloud Native Computing Foundation (CNCF)
Prometheus is an open-source monitoring and alerting toolkit designed for reliability and scalability.
Honeycomb
Honeycomb.io
Honeycomb is an observability platform providing high-cardinality analytics and distributed tracing for modern applications, with event-based pricing and (as of 2026) generally available Metrics.
Elastic Observability
Elastic
Elastic Observability is a comprehensive monitoring and observability platform that provides unified logs, metrics, and application performance...
Sentry
Functional Software Inc.
Sentry is an application monitoring and error tracking platform that helps developers identify, triage, and resolve issues in real-time.
Splunk AI
Splunk Inc.
Splunk AI brings machine learning and an AI Assistant to Splunk’s observability and security platform to analyze machine data, detect anomalies, and accelerate troubleshooting. Splunk is now a Cisco company.
AppDynamics AI
Cisco
Splunk AppDynamics is an AI-powered application performance monitoring (APM) platform. Following Cisco’s acquisition of Splunk, it is now part of the Splunk Observability portfolio.
Moogsoft
Dell Technologies (acquired Moogsoft)
Moogsoft is an AI-powered observability platform that provides intelligent incident management and root cause analysis.
Rootly
Rootly
Rootly is an incident management platform that automates incident response workflows and helps teams manage outages more effectively.
incident.io
incident.io
incident.io is a modern incident management platform that helps engineering teams respond to, learn from, and prevent incidents.
Shoreline.io
Shoreline Software
Shoreline is an intelligent incident response and automation platform that helps DevOps teams quickly diagnose and resolve production issues.
Coralogix
Coralogix Ltd.
Coralogix is a full-stack observability platform that provides real-time log analytics, metrics, and tracing capabilities.
Chronosphere
Chronosphere
Chronosphere is a cloud-native observability platform that provides monitoring, metrics, and alerting capabilities for modern distributed systems.
Cortex
Cortex
Cortex is an internal developer portal and service catalog that gives engineering teams visibility into services, ownership, and standards, now positioned as mission control for the AI software factory.
Komodor
Komodor
Komodor is a Kubernetes-native troubleshooting and operations platform (now positioned as an autonomous AI SRE platform) providing real-time visibility into K8s deployments.
LinearB
LinearB Inc.
LinearB is a software delivery intelligence platform that provides metrics, insights, and automation for engineering teams.
Lightrun
Lightrun
Lightrun is a developer-native observability and AI SRE platform that enables real-time debugging of applications in production without stopping or redeploying.
Reliably
Reliably
Reliably is a chaos engineering and reliability platform that helps teams proactively identify and fix system weaknesses before they cause outages.
Runbook.ai
Runbook.ai
Runbook.ai is an AI-powered incident response and automation platform that helps DevOps teams automatically diagnose, troubleshoot, and resolve...
ContainIQ
ContainIQ Inc.
ContainIQ was a Kubernetes monitoring and observability platform. The product has been discontinued and its website no longer hosts the service.
Kubecost
Kubecost
Kubecost (now an IBM company) provides real-time cost visibility and optimization for Kubernetes environments, helping teams monitor and reduce container spend.
Zesty
Zesty.co
Zesty is an AI-powered Kubernetes and cloud optimization platform (Kompass, Disk, Commitment Manager) that automatically right-sizes resources in real time to eliminate waste and reduce cloud spend.
Checkly
Checkly
Checkly is a modern monitoring platform that provides API monitoring, browser checks, and synthetic monitoring with a developer-first approach.
Dash0
Dash0 Inc.
Dash0 is an OpenTelemetry-native observability platform providing distributed tracing, metrics, and logs, plus the Agent0 AI agent for automated investigations.
Middleware
Middleware Inc.
Full-stack observability platform with real-time monitoring, alerting, and an AI SRE agent (OpsAI) across cloud infrastructure, applications, logs, traces, RUM, and synthetics.
Squadcast
SolarWinds (Squadcast)
Squadcast is an incident management and alerting platform for DevOps teams, now part of SolarWinds and being folded into SolarWinds Incident Response.
Galileo
Galileo
AI evaluation and observability platform for production LLM and AI agent systems.
Digma
Digma
Preemptive observability platform using dynamic code analysis to surface performance bottlenecks, scaling issues, and query problems in pre-production —...
Groundcover
Groundcover
eBPF-based cloud-native observability platform with AI-native incident investigation and zero-instrumentation telemetry for Kubernetes.
Better Stack
Better Stack
Full-stack observability platform with AI SRE for automated root cause analysis, AI-written postmortems, and unified logs, metrics, and uptime monitoring.
Metoro
Metoro
AI SRE platform for Kubernetes that autonomously detects issues, verifies deployments, investigates alerts, and generates fix PRs using eBPF telemetry.
Arize AI
Arize AI
LLM observability and AI model monitoring platform built on OpenTelemetry, with Phoenix open-source for development and Arize AX for enterprise...
Cribl
Cribl
AI-powered observability pipeline that routes, reduces, and transforms telemetry data — logs, metrics, and traces — before they reach your backend.
Observe Inc.
Observe Inc.
AI-native observability platform with AI Investigator agents that autonomously investigate incidents across logs, metrics, and traces. Acquired by Snowflake (closed May 2026).
Kloudfuse
Kloudfuse
Unified observability platform built on Apache Pinot and Kafka with AI/ML anomaly detection and forecasting.