Software Category

Best AIOps Platforms Software

AIOps platforms, or Artificial Intelligence for IT Operations, are transformative solutions designed to optimize and automate IT processes. By integrating machine learning and advanced analytics, AIOps tools analyze vast amounts of data to detect anomalies, predict issues, and streamline operations. These platforms empower IT teams to manage complex environments more effectively while minimizing downtime and operational costs. The best AIOps tools and platforms offer real-time monitoring, automated root cause analysis, and predictive insights. They enhance decision-making by providing actionable recommendations and enable faster incident resolution. AIOps solutions are invaluable for organizations seeking to improve system performance, ensure reliability, and drive efficiency in their IT infrastructure. Leverage the power of AIOps tools to transform your IT operations into a seamless, data-driven process. Explore the leading AIOps platforms and solutions to elevate your business's operational excellence.
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★★★★★4.5 average rating from 18 reviews
Last Updated: October 09, 2026
Decision-Ready Comparison

Top AIOps Platforms Software 2026 - Master Comparison Table

Compare leading products by buyer fit, use cases, features, deployment, pricing, and key differentiators. Open the full comparison for deeper evaluation.

Use this table to:
  • Find products aligned with your business needs
  • Compare pricing, deployment, and capabilities
  • Understand strengths before shortlisting
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AIOps platforms in 2026 like IBM Watson AIOps, Splunk ITSI, Dynatrace, Moogsoft, and BigPanda help IT teams reduce alert noise, detect anomalies, automate incident workflows, and speed up root-cause analysis using AI/ML-powered analytics and automation.

AIOps (Artificial Intelligence for IT Operations) platforms enable organizations to intelligently automate IT monitoring, incident correlation, anomaly detection, and event response by applying machine learning and big data analytics to operational datasets. AIOps helps IT and DevOps teams resolve issues faster, improve observability, and reduce operational costs.

Leading solutions such as IBM Watson AIOps, Splunk ITSI, Dynatrace, Moogsoft, and BigPanda help enterprises automatically group alerts, correlate events, surface root cause insights, and automate responses using AI-driven pipelines.

This comparison evaluates AIOps platforms based on:
  • Problem it solves (alert storms, manual triage, siloed observability)
  • Core use cases (anomaly detection, event correlation, incident automation)
  • Industry fit (enterprises, cloud ops, managed services)
  • AI capabilities (ML models, predictive analytics, automated remediation)
  • Scalability and deployment flexibility (Cloud, hybrid, on-prem)
  • Pricing and enterprise readiness
Software Best For Problem It Solves Core Use Cases Industry Fit Key Features AI Powered Deployment Free Plan Starting Price USP
IBM Watson AIOps Enterprise AI-driven IT Ops Alert overload & root-cause delays Anomaly detection, incident automation Large enterprises ML analytics, auto-remediation Yes Cloud / On-prem No Custom pricing Advanced ML + automation insights
Splunk ITSI Observability + AIOps Siloed monitoring & unsupported alerts Event correlation, dashboards Enterprise, cloud ops Predictive analytics, topology mapping Yes Cloud / Hybrid No Custom pricing Unified observability + AIOps
Dynatrace Full-stack AI-powered monitoring Complex performance issues & noise Anomaly detection, automation Enterprises, cloud teams Auto-baselining, root cause insights Yes Cloud No $69/host/month One-agent full-stack observability + AIOps
Moogsoft Incident correlation & event noise Alert storms & manual triage Event correlation, clustering IT Ops, MSPs Noise reduction, incident insights Yes Cloud No Custom pricing Strong alert clustering & response
BigPanda AI for hybrid enterprise IT Operational fragmentation & alert chaos Event enrichment, automation Large enterprises Alert enrichment, correlation Yes Cloud No Custom pricing Enterprise event automation & correlation
Datadog APM + AIOps Observability + AIOps combo Monitoring noise & performance gaps Anomaly detection, tracing Cloud teams, devops APM, metrics, alerts Yes Cloud No $15/host/month Strong observability plus AIOps
New Relic AI-Assisted Ops DevOps + AI insights Alert floods & triage delays Anomaly detection, analytics DevOps teams AI insights, root-cause analysis Yes Cloud No $99/month AI-assisted CI/CD + monitoring
ServiceNow AIOps ITSM + AIOps integration Manual incident routing inefficiencies Auto correlation, ticketing Enterprises AIOps + ITSM workflows Yes Cloud No Custom pricing AIOps built into ITSM processes
Azure Monitor + AIOps Cloud-native AIOps & monitoring Cloud alert sprawl Anomaly detection, alerting Azure cloud teams Metrics, logs, alerts Yes Cloud No $0.10/GB Azure native analytics + AI
Elastic Observability Search-powered analytics + AIOps Log & event data overload Anomaly detection, search analytics IT ops, enterprises Search analytics, event correlation Yes Cloud / On-prem Yes $16/month AI + Elastic search analytics

How We Evaluated the Best AIOps Platforms Software in 2026
1️⃣ Real-Time Monitoring & Observability: Evaluated logs, metrics, traces correlation, dashboarding, and incident detection.
2️⃣ Machine Learning & Anomaly Detection: Reviewed AI-driven noise suppression, forecasting models, and root-cause workflows.
3️⃣ Event Correlation & Alert Management: Assessed automated correlation, alert consolidation, and noise reduction capabilities.
4️⃣ Automation & Incident Remediation: Analyzed automated playbooks, auto-ticketing, and anomaly response workflows.
5️⃣ Integration & Ecosystem Support: Evaluated integrations with DevOps, ITSM tools, cloud platforms, and monitoring stacks.
6️⃣ Scalability & Enterprise Readiness: Compared throughput, distributed system support, security, and compliance readiness

Decision Matrix – Choose the Right AIOps Platform
  • For enterprise full-stack AIOps: Splunk Observability, Dynatrace, IBM Instana
  • For event correlation focus: Moogsoft, BigPanda
  • For cloud-centric observability + AIOps: Datadog AIOps, New Relic AI Ops
  • For incident automation: PagerDuty AIOps
  • For hybrid environments: Moogsoft Unified
  • For IT infrastructure insights: SolarWinds AIOps

Common AIOps Platforms Software Features & How They Work

AIOps platforms software helps IT operations teams collect and analyze infrastructure, application, log, event, and service data to detect issues, reduce alert noise, identify root causes, automate remediation, and improve service reliability. The features below cover the core capabilities buyers should evaluate when comparing AIOps platforms software.

AIOps Platforms Feature What It Does How It Works What Buyers Should Check
01 Telemetry & Data Ingestion Collects logs, metrics, traces, events, topology, and service data from infrastructure, applications, cloud platforms, and monitoring tools.
Connect Data Sources → Ingest Telemetry → Normalize / Enrich Data → Feed AIOps Analysis
Breadth of native data connectors Streaming and batch ingestion support Data normalization and enrichment quality
02 Event Correlation & Noise Reduction Groups related alerts and events into meaningful incidents so operations teams can focus on fewer, higher-value signals.
Receive Alerts / Events → Compare Timing / Topology / Patterns → Cluster Related Signals → Create Consolidated Incident
Correlation accuracy across heterogeneous tools Alert suppression without hiding critical issues Custom correlation and deduplication rules
03 Anomaly Detection Identifies unusual behavior in infrastructure, applications, services, and performance data before static thresholds may be crossed.
Learn Normal Behavior → Monitor Live Telemetry → Detect Deviation → Score / Alert on Anomaly
Dynamic baselines and seasonality handling Sensitivity and false-positive controls Coverage across metrics, logs, and events
04 Root Cause Analysis Uses topology, dependencies, change data, and correlated telemetry to identify the likely source of incidents and service degradation.
Detect Incident → Map Dependencies / Changes → Analyze Causal Signals → Surface Likely Root Cause
Dependency-aware analysis Change-event correlation Explainable root-cause evidence
05 Service Topology & Dependency Mapping Builds visual relationships between applications, services, hosts, cloud resources, network components, and business services.
Discover Resources → Map Service Dependencies → Link Telemetry to Topology → Trace Incident Impact
Automatic topology discovery Real-time dependency updates Business-service and application mapping
06 Predictive Analytics & Capacity Forecasting Forecasts performance, resource usage, capacity constraints, and potential service risks using historical and real-time operational data.
Analyze Historical Trends → Model Future Demand / Behavior → Forecast Threshold / Capacity Risk → Recommend Preventive Action
Forecast horizon and confidence indicators Capacity and performance trend analysis Support for seasonal workload patterns
07 Automated Remediation & Runbook Automation Triggers predefined or conditional workflows to resolve common operational issues with limited manual intervention.
Detect Incident / Condition → Match Runbook / Policy → Execute Remediation → Verify Recovery
Approval gates for high-risk actions Rollback and verification steps Integration with orchestration and automation tools
08 Change Impact & Incident Intelligence Connects deployments, configuration changes, tickets, and operational events to incidents to help teams understand what changed before a problem appeared.
Collect Change / Deployment Data → Align with Incident Timeline → Identify Relevant Change → Support Faster Diagnosis
Deployment and configuration change visibility Timeline correlation across tools Integration with ITSM and DevOps systems
09 Generative AI Copilot & Natural-Language Operations Lets teams query operational data in natural language, summarize incidents, generate troubleshooting guidance, and accelerate investigation workflows.
Ask Operational Question → Retrieve Relevant Telemetry / Context → Generate Summary / Recommendation → Review & Act
Grounding in live operational data Source visibility and explainability Guardrails for generated actions and recommendations
10 AIOps Analytics & Service Health Reporting Measures incident volume, alert reduction, mean time to detect, mean time to resolve, service health, anomaly trends, and operational performance.
Collect Incident / Telemetry Data → Calculate AIOps KPIs → Build Service Dashboards → Improve Reliability Processes
MTTD, MTTR, and alert-noise metrics Service-level health and trend views Custom and scheduled reporting
11 Monitoring, ITSM, Cloud & DevOps Integrations Connects AIOps with observability platforms, monitoring tools, ITSM systems, cloud services, CI/CD pipelines, collaboration tools, and automation platforms.
Connect Operations Systems → Sync Events / Tickets / Changes → Run AIOps Analysis → Return Incidents / Actions / Updates
Observability and monitoring integration depth ITSM, cloud, and DevOps connectivity API, webhook, and bi-directional data sync
Complete Product Directory

List of Top AIOps Platforms | Best AIOps Solutions

Review each product’s overview, then open available tabs for buyer fit, use cases, features, integrations, pros and cons, and pricing.

AIOps Platforms Software Products

Overview is available for every product. Additional tabs appear only when matching profile information exists.

25 products shown
#1

Unified IT operations platform designed to achieve full-stack observability

★★★★☆ 4.3 (1 Reviews)

Overview

ManageEngine OpManager Nexus (formerly OpManager Plus) is an observability software that offers comprehensive network monitoring and performance management for IT infrastructure. It provides real-time visibility into network devices, servers, applications, and virtual environment...

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Free TrialAvailable Starting PriceContact Vendor HeadquartersUnited States
#2

ManageEngine OpManager

🏆 SW Recommended

Network Monitoring Software & Solutions

★★★★★ 5.0 (2 Reviews)

Overview

ManageEngine OpManager is an integrated network management software designed for robust and efficient network monitoring. It provides real-time visibility and control over your network infrastructure, including routers, switches, firewalls, and servers. Key features include netwo...

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Free Trial30 Days Starting Price$245 Per feautre HeadquartersUnited States
#3

Fluix

🏆 SW Recommended

Your Go-to Tool for Operational Efficiency and BPA

★★★★★ 5.0 (2 Reviews)

Overview

Fluix is a practical software solution tailored for streamlined workflow management and business process automation. It simplifies tasks by allowing users to effortlessly upload, edit, and share documents within a user-friendly interface. One standout feature is the customizable...

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Free TrialAvailable Starting Price$50 Per month HeadquartersIreland
#4

New Relic

🏆 SW Recommended

Monitor, Debug and Improve Your Entire Stack

★★★★★ 5.0 (1 Reviews)

Overview

New Relic is a powerful software analytics platform that gives businesses a clear view of their digital operations. Think of it as a digital telescope—it observes and analyzes the performance of your applications and infrastructure. With New Relic, organizations can pinpoint issu...

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Free TrialNA Starting PriceContact Vendor HeadquartersUnited States
#5

Datadog

🏆 SW Recommended

Modern Application Performance Monitoring (APM)

★★★★☆ 4.8 (2 Reviews)

Overview

Datadog is a robust cloud-based monitoring and analytics platform designed to help businesses gain valuable insights into their digital infrastructure. It provides a comprehensive view of applications, servers, databases, and more for allowing users to monitor performance in real...

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Free Trial14 Days Starting Price$15 Per month HeadquartersUnited States
#6

Site24x7

🏆 SW Recommended

AI-powered monitoring for modern IT

★★★★☆ 4.8 (2 Reviews)

Overview

Site24x7 is a comprehensive monitoring solution designed to keep a close eye on the performance of websites, servers, and applications. It provides real-time insights into various aspects of digital infrastructure, aiding businesses in maintaining optimal functionality. With an i...

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Free Trial30 Days Starting Price₹2800 Per month HeadquartersUnited States
#7

Runecast

🏆 SW Recommended
★★★★☆ 4.8 (2 Reviews)

Overview

Runecast is a cutting-edge virtualization software designed to optimize and manage virtual environments with ease and efficiency. By providing a comprehensive suite of tools for virtualization management, Runecast enables organizations to streamline their IT operations, enhance r...

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Free TrialAvailable Starting PriceContact Vendor HeadquartersUnited Kingdom
#8

AppDynamics

🏆 SW Recommended

Best Application Performance Management

★★★★☆ 4.3 (1 Reviews)

Overview

AppDynamics is a robust application performance management platform. It is crafted to empower businesses by providing in-depth insights into the performance of their applications and digital systems. Developed by Cisco, AppDynamics offers real-time monitoring, allowing users to t...

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Free TrialAvailable Starting Price$6 Per month HeadquartersUnited States
#9

LogicMonitor

🏆 SW Recommended

Cloud-Based Infrastructure Monitoring Platform

★★★★☆ 4.1 (2 Reviews)

Overview

LogicMonitor is a top-level IT infrastructure monitoring platform created to simplify the complex task of tracking the performance of networks, servers, and applications. It offers a centralized solution to provide real-time insights and ensures the smooth functioning of digital...

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Free Trial14 Days Starting PriceContact Vendor HeadquartersUnited States
#10

Dynatrace

🏆 SW Recommended

Unified observability and security

★★★☆☆ 3.8 (3 Reviews)

Overview

Dynatrace is an all-in-one observability and application performance monitoring (APM) platform that helps modern enterprises gain deep, real-time insights into the performance and health of digital systems. Instead of relying on fragmented monitoring tools, Dynatrace uses AI-driv...

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Free Trial15 Days Starting Price$0.08 Per hour HeadquartersUnited States
#11

Start building on AWS today

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Overview

Machine Learning on AWS is a powerful speech recognition software designed to help businesses harness the power of artificial intelligence (AI) for transcribing and understanding spoken language. This platform leverages AWS’s machine learning capabilities to process audio and con...

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Free TrialAvailable Starting PriceContact Vendor HeadquartersUnited States
#12

Improve app performance and deliver flawless user experiences with unmatched insight and intelligence.

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Overview

DX Application Performance Management (Previously CA APM) is a powerful tool designed to keep your digital applications running smoothly. Think of it as a friendly guide that monitors and optimizes the performance of your software. With a user-friendly interface, DX APM simplifie...

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Free TrialNA Starting PriceContact Vendor HeadquartersUnited States

Overview

HPE GreenLake is a cutting-edge Artificial Intelligence Software designed to provide organizations with the power of cloud computing while delivering the flexibility of on-premises solutions. The platform offers a range of AI and machine learning capabilities that enable business...

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Free TrialNA Starting PriceContact Vendor HeadquartersUnited States
#14
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Overview

OpsRamp is an IT Management Software that helps businesses optimize their IT operations through a unified platform for monitoring, managing, and automating IT infrastructure. The software provides tools for real-time monitoring of servers, networks, and applications, enabling IT...

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Free TrialNA Starting PriceContact Vendor HeadquartersUnited States

Overview

Aruba AIOps is an intelligent AIOps platform designed to automate and enhance IT operations using artificial intelligence and machine learning. By analyzing large volumes of data from various IT systems, Aruba AIOps can detect anomalies, predict potential system failures, and pro...

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Free TrialNA Starting PriceContact Vendor HeadquartersUnited States
#16

Elastic Observability

🏆 SW Recommended

AI-powered observability platform

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Overview

Elastic Observability is a comprehensive platform designed to provide businesses with deep insights into the performance of their digital systems. Tailored for monitoring applications, logs, metrics, and traces, Elastic Observability simplifies the complex task of overseeing and...

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Free TrialAvailable Starting Price$95 Per month HeadquartersUnited States
#17

Splunk Enterprise

🏆 SW Recommended

Search, analyze and visualize your data quickly.

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Overview

Splunk Enterprise is a powerful software tool designed for deep data analysis and operational intelligence. Its primary strength lies in processing and analyzing large volumes of machine-generated data, making it ideal for IT operations, security, and business analytics. With Spl...

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Free TrialNA Starting PriceContact Vendor HeadquartersUnited States
#18

SolarWinds Observability

🏆 SW Recommended

AI-powered insights today—ready for what’s next.

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Overview

SolarWinds Observability is a cutting-edge software solution designed to provide comprehensive observability into complex IT environments. The platform helps businesses monitor and troubleshoot their infrastructure, applications, and network performance, offering real-time insigh...

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Free TrialNA Starting Price$7 Per month HeadquartersUnited States
#19

PagerDuty

🏆 SW Recommended

Automate critical work with the AI-powered operations platform.

No approved reviews yet. Be the first to review

Overview

PagerDuty is a cutting-edge incident response platform developed to optimize the reliability and efficiency of a company’s operations. Its core functionality lies in its advanced alerting system, which quickly notifies the right team members about critical issues, ensuring a swif...

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Free Trial14 Days Starting Price$21 Per month HeadquartersUnited States

Overview

Fosfor Decision Cloud is an innovative artificial intelligence software platform designed to empower organizations to leverage data for smarter decision-making. This comprehensive solution integrates advanced analytics, machine learning, and predictive modeling capabilities, allo...

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Free TrialAvailable Starting PriceContact Vendor HeadquartersIndia
#21
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Overview

Zenoss is a leading network monitoring software that provides organizations with real-time visibility into their IT infrastructure. This platform enables users to monitor servers, applications, and network devices, ensuring optimal performance and minimizing downtime. With its po...

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Free TrialNA Starting Price$0.01 Per user HeadquartersUnited States

Overview

DRYiCE IntelliOps is a powerful AIOps (Artificial Intelligence for IT Operations) platform designed to help businesses manage and optimize their IT operations through automation and intelligent insights. By leveraging AI, machine learning, and predictive analytics, IntelliOps can...

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Free TrialNA Starting Price$142 Per year HeadquartersUnited States
#23
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Overview

EV Observe is a state-of-the-art observability software designed to provide comprehensive visibility into complex IT environments. By collecting and analyzing data from various systems, it enables organizations to monitor performance, detect anomalies, and troubleshoot issues pro...

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Free TrialNA Starting PriceContact Vendor HeadquartersUnited States

Overview

HCL iAutomate is an AIOps (Artificial Intelligence for IT Operations) platform designed to enhance IT operations through automation and AI-driven insights. The platform uses machine learning and advanced analytics to monitor, predict, and resolve IT infrastructure issues in real...

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Free TrialNA Starting PriceContact Vendor HeadquartersUnited States
#25
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Overview

SysTrack is an advanced IT management software designed to enhance operational efficiency and optimize user experience within enterprise environments. This comprehensive platform offers tools for monitoring system performance, analyzing user behavior, and managing IT resources ef...

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Free TrialAvailable Starting Price$60 Per feautre HeadquartersUnited States

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Buyer Questions

Frequently Asked Questions About AIOps Platforms Software

What is AIOps platform software?
AIOps (Artificial Intelligence for IT Operations) software uses AI and machine learning to enhance and automate IT operations, such as monitoring, alerting, root cause analysis, and performance optimization.
How does AIOps work?
AIOps platforms ingest data from various IT systems, analyze it in real time, detect anomalies, and automate actions like ticketing, scaling, or alert suppression.
What problems does AIOps solve?
It reduces alert fatigue, speeds up incident resolution, predicts outages, enhances visibility across systems, and improves overall IT efficiency.
Is AIOps only for large enterprises?
No. While originally used by enterprises, many AIOps platforms now offer scalable plans for mid-sized businesses and growing IT teams.
How is AIOps different from traditional IT monitoring tools?
Traditional tools show metrics and logs; AIOps analyzes all this data to find patterns, predict issues, and recommend or automate fixes.
What are the key benefits of using AIOps?
Faster incident resolution, reduced downtime, improved IT productivity, predictive maintenance, and smarter alerts.
How does AIOps reduce mean time to resolution (MTTR)?
It automates root cause analysis and surfaces relevant data instantly, helping teams fix issues faster.
Can AIOps improve system performance?
Yes. It identifies bottlenecks, inefficient configurations, and performance issues across your stack.
How does AIOps software add business value?
It enhances service reliability, reduces downtime costs, improves IT efficiency, and accelerates digital innovation.
What features should I look for in AIOps platforms?
Event correlation, real-time alerts, predictive analytics, automation, integrations, noise reduction, and visual dashboards.
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