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Event Intelligence

Compress raw alert storms into high-fidelity, prioritized insights.

AI Automation

Execute governed, closed-loop remediation across automation playbooks.

ITOps Context Graph

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Unify topology, telemetry, and changes into an AI-ready context layer.

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Establish traceable, secure governance boundaries for AI tool integrations.

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Full visibility across your entire hybrid estate to eliminate tool sprawl.

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Accelerate time to innocence with deep network path and device visibility.

Server Monitoring

Track server health, OS metrics, and resource utilization across environments.

Remote Monitoring

Monitor distributed endpoints, branch networks, and remote facility health.

VM Monitoring

Maximize hypervisor performance and streamline compute capacity planning.

SD-WAN Monitoring

Keep multi-site cloud networks connected with real-time edge visibility.

Database Monitoring

Pinpoint database query bottlenecks to keep business applications fast.

Configuration Monitoring

Minimize change failure rates by tracking device configuration drift.

Storage Monitoring

Track SAN/NAS arrays, IOPS bottlenecks, and storage capacity trends.

Cloud Observability

Cloud Observability Overview

Multi-cloud and hybrid environments unified into a single operational pane.

Container Monitoring

Automated, real-time visibility for Kubernetes and ephemeral microservices.

AWS Monitoring

Track AWS services, scaling, and costs alongside on-premises data.

Google Cloud Monitoring

Monitor native GCP infrastructure, compute, and serverless resources.

Azure Monitoring

Comprehensive visibility into Azure environments, gateways, and workloads.

AI Monitoring

Track LLM infrastructure, GPU utilization, and AI application stack health.

Oracle Cloud Monitoring

Track OCI native compute, enterprise databases, and cloud storage.

SaaS Monitoring

Validate availability and workforce productivity for critical SaaS apps.

Cloud Cost Optimization

Optimize cloud spend, maintain performance, and control budgets.

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Internet Performance Monitoring Overview

Understand performance across the full stack wherever users depend on it.

Internet Health

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Use global vantage points for independent validation of internet outages.

Real User Monitoring

NEW

Capture actual customer journeys and frontend performance in real time.

Synthetic Monitoring

NEW

Emulate user transactions and SaaS workflows to catch problems early.

Endpoint Monitoring

NEW

Diagnose remote workforce digital experience across devices and networks.

Digital Experience Monitoring

Digital Experience Monitoring

See every dependency, regardless of ownership or location.

Website Monitoring

Protect revenue journeys with proactive synthetic checks and uptime tracking.

CDN Monitoring

NEW

Audit edge performance and latency variance across your CDN providers.

API Monitoring

NEW

Test endpoints and third-party API reliability for critical app integrations.

Application Performance Monitoring

Connect code execution and traces directly to infrastructure health.

DNS Monitoring

NEW

Speed up time to innocence by tracking global nameserver resolution times.

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NEW

Protect release velocity by validating dependencies during deployments.

BGP Monitoring

NEW

Trace global routing changes and path leaks to secure internet reachability.

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By Business Outcome

Autonomous IT

Predictive, autonomous IT built for resilience.

Automation

Eliminate repetitive operational toil with safe, policy-governed remediation workflows.

Modernization and Transformation

Accelerate complex technology transitions while protecting core enterprise resilience.

Cloud Migration

Maintain workload performance throughout migration.

Tool Consolidation

Reduce licensing costs and data silos by replacing fragmented monitoring tools.

Cost Optimization

Lower your total cost-to-serve by finding cloud waste and underused resources.

Operational Efficiency

Maximize team capacity by reducing alert storms and shift-handoff friction.

Reduce MTTR

Shorten war-room by surfacing topology-aware probable cause in mins.

Network Reachability

NEW

Independently audit external BGP, ISP, and SaaS provider connectivity boundaries.

Edge Deployment Optimization

NEW

Monitor SLOs, compare providers, and validate cloud and edge delivery.

Web Performance Optimization

NEW

Maximize digital checkout conversions by tracking global frontend latency metrics.

Application Resilience

NEW

Safeguard business services against transaction failures and costly downtime.

Workforce Productivity

NEW

Troubleshoot remote hardware and network issues to protect productivity.

By Role

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Maximize enterprise resilience and align AI investments to measurable business ROI.

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Speed up releases by protecting engineering roadmaps from toil.

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Standardize incident response to reduce alert fatigue and after-hours work.

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Protect continuity of care and EHR availability across clinical workflows.

Public Sector

Ensure mission continuity and audit readiness for citizen-facing services.

MSP

Protect service margins and scale ops using multi-tenant, AI-assisted triage.

Retail & E-commerce

Safeguard peak retail campaigns, POS uptime, and digital customer journeys.

Technology

Protect customer trust and engineering velocity with SLA-driven visibility.

Hospitality

Deliver frictionless guest experiences and keep booking engines online.

Education

Maintain always-on student portals, learning platforms, and campus networks.

Manufacturing

Prevent production downtime by unifying IT, OT-adjacent, and edge systems.

Financial Services

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Incident Management Has Outgrown Its Playbook

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LOGICMONITOR BLOG

What is AIOps and How is it Changing IT Operations?

AIOps stands for artificial intelligence for IT operations. AIOps platforms apply machine learning and data science to help solve IT operations problems and increase proficiency.

4–7 minutes
November 25, 2019

IN THIS ARTICLE

NEWSLETTER

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IT Ops teams are under nonstop pressure to work faster and deliver better results—at less cost. This isn’t easy, as IT organizations must support infrastructure in multiple clouds, on-premises, the connections in between, and SaaS applications to enable business advantages and keep up with stakeholder expectations. Organizations are up against rapidly soaring volumes of data, generated by infrastructure and applications that must be captured, analyzed, and used to improve business processes.

To meet these challenges, many are turning to AIOps.

What is AIOps?

AIOps (Artificial Intelligence for IT Operations) uses machine learning (ML) and data science to automate and enhance IT operations. By combining big data and AI, AIOps helps IT teams identify, troubleshoot, and resolve availability and performance issues, improving operational efficiency and system reliability. Central functions of AIOps include:

  • Ingesting data from multiple sources, agnostic to source or vendor
  • Performing real-time analysis at the point of ingestion
  • Performing historical analysis of stored data
  • Leveraging machine learning
  • Initiating an action or next step based on insights and analytics

What Problems can AIOps Solve?

The real power of AIOps lies in the ability to consume and analyze the ever-increasing data generated by IT­—and present it in a practical, actionable way. This data includes:

  • Infrastructure and application data, such as the data from monitoring systems and logs from IASM tools
  • IT service management (ITSM) data, such as tickets, change controls, and asset information
  • Business system data like robotics process automation (RPA) tools

AIOps especially offers benefits for performance monitoring and other essential IT operations. Modern monitoring platforms can provide visibility through monitoring for today’s complex, hybrid infrastructures, but visibility alone is no longer enough. Traditional manual processes of sorting through deep arrays of monitored data to find meaningful information are not scalable—and take too much time in the event of an outage.

IT operations teams need an intelligent monitoring platform that can cut through the noise to quickly surface information that lets them minimize downtime and maximize performance. By adding AIOps capabilities, monitoring platforms can provide the intelligence needed to help IT operations succeed, even in today’s increasingly complex environments.

By automating analysis, AIOps provides the data-validated insight IT teams need to make smarter, faster decisions. AIOps has enabled enterprise organizations to reduce costs, optimize resource utilization and capacity, identify threats and performance anomalies sooner, resolve issues faster, and in general better understand and act on operational challenges.

AIOps Drives Better Business Outcomes

For IT organizations, bringing together a full range of relevant data can enable service improvements that can dramatically enhance business outcomes.

Maximizing Service Quality and Availability

AIOps can provide IT teams with more context and insight that, when combined with automation, can enable incident prevention.  For example, AIOps may be used to identify that resource usage patterns, if they continue, will result in an outage and provide recommendations for avoiding said outage. When integrated with an automation platform, these recommendations may be executed to correct resource usage and prevent the outage. 

In addition, AIOps can deliver the insights required to support more stable, highly available customer-facing services. Organizations can prioritize the elimination of application and infrastructure faults based on their impact on stability. The result is improved user satisfaction, better long-term customer retention, and enhanced revenues.

Accurately Assessing Problems

Business stakeholders require quantified metrics to understand how issues affect their business. AIOps lets enterprises apply contextualized data to create more precise, tangible estimates about the impact of an incident. Instead of collecting and analyzing data from several systems, infrastructure and operations teams can leverage AIOps-developed insights from a data lake.

Industry Adoption is Accelerating

AIOps is rapidly gaining adoption as organizations in every industry accelerate digital transformation.

  • According to Gartner, global AI-derived business value will reach nearly $3.9 trillion by 2022.
  • Gartner also predicts that, by 2022, 40% of medium and large-scale enterprises will adopt artificial intelligence (AI) to increase IT productivity.
  • According to WisdomPlexus, 60% of management is predicted to adopt AIOps to improve their work quality and workplace conditions.

Enabling Future Intelligence and Automation

As organizations embrace AIOps, its capabilities will continue to evolve. AI sense and automation are expected to unlock new capabilities such as:

  • Enhanced prescriptive and predictive functionality: The ability to mine more data centers for patterns with ML will provide more actionable insights and new proactive capabilities. Contextualizing machine data with incident, problem, change, and knowledge-based data from humans or the infrastructure sets the stage for self-healing organizations.
  • More effective security analytics: Organizations are already contextualizing data to detect application and infrastructure anomalies. The next step is to spot anomalous user behavior. The average cost of a corporate data breach is $3.9 million. Security analytics are a compelling capability for organizations that do not have a complete security information and event management (SIEM) solution.
  • Superior employee experience: In today’s talent-driven economy, organizations are focusing on measuring the employee experience (EX) to boost retention and productivity. The right application of technology can help them determine how happy employees are with their applications, and which tools are most effective. End-user experience management capabilities will increasingly become commodity capabilities.

“IT leaders are enthusiastic about the promise of applying AI to IT operations, but as with moving a large object, it will be necessary to overcome inertia to build velocity. The good news is that AI capabilities are advancing, and more real solutions are becoming available every day.”—Padraig Byrne, Senior Director Analyst at Gartner

___________________________________________________________________________________

Intelligent, unified monitoring platforms allow enterprises to predict and plan for what’s ahead. Monitoring helps businesses move from asking “what happened?” to predicting what’s coming, solving problems before they start, and using data to unlock opportunities. LogicMonitor, for example, is an agentless, automated monitoring platform that provides comprehensive coverage of hybrid cloud and on-prem environments via software provided as a service (SaaS). A SaaS-based IT infrastructure monitoring platform makes it easy for any organization to monitor the health and performance of hybrid infrastructure, the performance and availability of applications running on that infrastructure, and key indicators for business-critical services. Consider a solution like LogicMonitor that utilizes agentless collectors and an AIOps Early Warning System to reduce implementation time and realize ROI more rapidly. Click here to learn more or request a free trial of LogicMonitor’s monitoring solution.

© LogicMonitor 2026 | All rights reserved. | All trademarks, trade names, service marks, and logos referenced herein belong to their respective companies.

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