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IoT Software with Performance Metrics (2026)

Last updated: April 2026

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55 software options

Google Cloud logo
Category Leaders

Modular platform for computing, hosting, storage and more

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Google Cloud Platform is a modular-based platform providing multiple build and scale services to businesses of any size within any industry. It offers tools for document storage, data warehousing, security key enforcement, app creation, API management, AI and machine learning, live chat, and more.

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Samsara logo

Cloud-based fleet operations management platform

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Samsara is a fleet operations management platform which helps businesses across various industries including transportation, logistics, and construction streamline fleet operations with features such as GPS fleet tracking, ELD compliance, routing and dispatch, documents, reporting and alerts, and more.

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Splunk Enterprise logo

Machine data management and analytics

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Splunk Enterprise is a cloud-based platform designed to assist businesses with big data management and analysis of machine data. Key features include data visualization, performance metrics, data collection, real-time search, indexing, KPI tracking, reporting, and monitoring.

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PRTG logo
Category Leaders

Network Monitoring For Serious Professionals

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PRTG monitors your network 24/7 to timely alert you to issues before they become emergencies.

Monitor all the systems, devices, traffic, and applications in your IT infrastructure.

Everything is included with PRTG; there is no need for additional plugins or downloads.

PRTG is a powerful and easy!

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Boomi logo

Cloud Integration Platform

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Connect device and application data wherever it resides to achieve the best outcomes. Boomi is the industry’s most flexible execution engine, allowing organizations to integrate and orchestrate services and manage workflows anywhere –on-premises, in the cloud, or at the edge.

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Pandora FMS logo
Category Leaders

Total monitoring solution for full observability

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Make the best use of your Dev+Ops teams with a professional, user-friendly, and easy-to-use monitor with more than 50K customer installations across the five continents, Pandora FMS is an out-of-the-box monitoring solution: profitable and scalable, covering most infrastructure deployment options.

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TRACTIAN logo
Category Leaders

Condition monitoring and production tracking tool

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TRACTIAN transforms asset management and maintenance with IoT sensors, gathering vital data on performance, health, and usage. Data-driven decisions enhance asset performance, reduce downtime, and maximize ROI, empowering companies to optimize asset management, boosting operational efficiency.

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SISMETRO logo

CMMS and equipment maintenance software

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The SISMETRO platform stores data on maintenance performed on equipment, machines, and other assets. Eliminating the need for manual spreadsheets, and consolidating all maintenance in one place. The platform also frequently helps to manage inventory and schedule maintenance tasks.

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PULSAR logo

Cloud-based data analysis software for industrial machinery

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PULSAR is a sensor-based platform that supports companies by collecting, analyzing, and presenting operational data from industrial machinery and plants in real-time. Leveraging IoT, AI, and Machine Learning algorithms, PULSAR delivers a 360° view of a company's operational data and KPIs.

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Vorne XL Platform logo

Vorne XL measures the OEE of any production process.

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XL Productivity Appliance is a web-based overall equipment effectiveness (OEE) management solution that helps monitor and manage performance of all production and manufacturing processes, enabling users across industries to calculate OEE of operations, optimize downtime, highlight losses, and more.

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Checkmk logo

Infrastructure & application monitoring software

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Measure both internal and external environmental values of smart devices. This includes metrics like fluctuations in temperature, humidity and power outages.

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Rayven logo

Turn messy, siloed data into automations + operational apps.

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Rayven delivers operational systems for industrial businesses, turning messy data into automation and made-to-fit operational applications.

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Sematext Cloud logo

Cloud-based application and infrastructure monitoring tool

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Sematext Cloud is an all-in-one observability tool that helps businesses assess and gain key insights into the front and back-end performance of system applications. Features include real user and synthetic monitoring, transaction tracing, infrastructure monitoring, and log management.

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Sumo Logic logo

Unified Logs & Metrics for Full App Visibility

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Sumo Logic is a log management and data analytics software that creates information based on data feeds. It assesses server, application and website performances by creating graphs and charts. It creates alerts when data reaches certain levels which in turn notify of potential threats/downtime.

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AppDynamics logo

Application Performance Management (APM)

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AppDynamics Application Intelligence platform empowers today’s software-defined businesses with the ability to proactively manage and optimize complex software environments in real time. It’s more than monitoring—it’s true Application Intelligence with cloud or on-premise deployment flexibility.

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FourJaw logo

Factory Intelligence. Made Simple.

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Simple & Affordable IoT Manufacturing analytics software that enables manufacturers to improve productivity and maximise operational efficiency.

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Mingo Smart Factory logo

Real-time data fast and accurate with optimization insights.

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Mingo Smart Factory is a complete IoT solution for production visibility and insight. Unlike ERP systems, Mingo excels in IIoT. The dashboard shows real-time status.

- Collect and store data from anywhere
- Understand and correct problems
- Get real-time productivity and maintenance insights

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VersaCall logo

Optimize Your Manufacturing Operation with VersaCall!

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VersaCall’s Software is an on-premise solution that enables users to collect data automatically and gain valuable insights into essential manufacturing such as OEE, cycle time, downtime, utilization, throughput, and many others. These insights are visualized through scoreboards and dashboards.

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Vantage logo

Web-based database and analytics tool for IoT enhancement

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Teradata Database allows individuals to break down and distribute complex analytics workloads to improve performance. Key features include access control, data dictionary & workload management, programming languages support, data storage & analysis, reporting, fallback protection, and more.

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Factbird logo

Your production OEE data, anywhere in real time.

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With the Blackbird plug and play OEE system, manufacturers can improve factory efficiency and profitability in a quicker, more cost-effective way compared to a traditional system.

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9Spokes logo

Smart business management in one-tab.

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9Spokes is a business dashboard that natively integrates with the business apps you use. 360-degree coverage of your business from one view. Make smarter, data-driven decisions.

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Asset Insider logo

Bring 360° Asset Lifecycle Management to your enterprise​

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Asset Insider is an Asset Lifecycle Management businesses use to manage assets from demand to disposal. It integrates predictive maintenance, asset tracking, capital planning, and automation tools to ensure seamless availability and operational efficiency of critical assets and resources.

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The Asset Guardian (TAG) logo

AI-powered EAM - Tackle Downtime Now

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TAG Mobi with mobiMentor AI is the EAM built for Dynamics 365 Business Central. Automate admin, boost wrench time, and reduce downtime with predictive insights, mobile tools, and AI-powered workflows.

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Worximity logo

Manufacturing analytics software

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Worximity is a cloud-based manufacturing software that helps companies with their performance, processes and analytics.

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MonitorApp logo

One product, multiple solutions. The industrial IoT platform

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Industry agnostic solution, a plug & play digital transformation experience. One product, multiple solutions. The industrial IoT platform that drives operational performance.

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