Best IoT Analytics Software
View:
Compare the Top IoT Analytics Software as of January 2026
Sort By:
What is IoT Analytics Software?
IoT analytics software processes and analyzes data generated by connected devices, sensors, and machines to help organizations understand patterns and improve decision-making. It transforms large volumes of real-time and historical IoT data into actionable insights using dashboards, alerts, and reports. Many platforms offer advanced capabilities such as anomaly detection, predictive analytics, and machine learning to identify issues before they become costly problems. IoT analytics software is used across industries—from manufacturing and logistics to smart buildings and healthcare—to optimize operations and enhance performance. Overall, it enables businesses to turn raw IoT data into meaningful intelligence that drives efficiency, innovation, and smarter automation. Compare and read user reviews of the best IoT Analytics software currently available using the table below. This list is updated regularly.
-
1
TRACTIAN
Tractian
Tractian is the Industrial Copilot for maintenance and reliability, providing a cutting-edge platform designed to prevent unplanned downtime, boost operational efficiency, and enhance maintenance capacity. Trusted by global brands such as Bosch, Kraft Heinz, Carrier, Hyundai, Johnson Controls, and P&G, Tractian combines condition monitoring, energy efficiency, and a CMMS into a comprehensive, mobile-first solution. With Tractian, you can: Monitor real-time vibration, temperature, runtime, and RPM across critical assets Get real-time alerts and detailed diagnostics to address potential issues before they lead to failures Digitize workflows for streamlined work order management, planning & scheduling, and materials management Optimize energy consumption for improved sustainability and cost savings -
2
dataPARC Historian
dataPARC
Get better performance from your time-series data with the dataPARC Historian, an enterprise-grade solution designed to elevate industrial data operations to new heights. The dataPARC Historian simplifies complex data sharing, ensuring seamless collaboration across departments with enhanced security and performance. Its compatibility with external AI, ML, and cloud applications via an open architecture increases adaptability and strategic insights. Experience rapid data access, enriched manufacturing intelligence, and a platform that grows with your business needs. dataPARC historian is the smart choice for enterprises aiming for the forefront of operational excellence. The dataPARC historian is more than a data historian; it's a gateway to unlocking greater flexibility and efficiency in leveraging your time-series data. It's crafted for those who demand reliability, speed, and intuitive use, making every data interaction impactful. -
3
Ayla IoT Platform
Ayla Networks
With a true agnostic approach, Ayla supports device connectivity across common transport protocols, connectivity paths, and cloud infrastructure platforms. Working seamlessly with HTTPS, MQTT, and CoAP Ayla's wide array of agents are pre-built to support embedded solutions, gateways, Android, Linux, BLE / phone, and cloud integrations. Ayla's Virtualization Engine enables a robust 'digital twin' of the physical device that lays the foundation for device management at IoT scale. With battle tested features including rules engine, firmware OTA updates, data policies, and more Ayla's Device Management provides full support for connected products throughout their lifecycle. With Ayla's application enablement offering strong business value can be extracted from the data in a variety of ways. Both a Web Framework and Mobile Platform SDK provide rapid delivery of both consumer mobile and business application development. In addition, Customer Care, Field Service, and Asset Tracking. -
4
AWS IoT
Amazon
There are billions of devices in homes, factories, oil wells, hospitals, cars, and thousands of other places. With the proliferation of devices, you increasingly need solutions to connect them, and collect, store, and analyze device data. AWS has broad and deep IoT services, from the edge to the cloud. AWS IoT is the only cloud vendor to bring together data management and rich analytics in easy-to-use services designed for noisy IoT data. AWS IoT offers services for all layers of security, including preventive security mechanisms, like encryption and access control to device data, and service to continuously monitor and audit configurations. AWS brings AI and IoT together to make devices more intelligent. You can create models in the cloud and deploy them to devices where they run 2x faster compared to other offerings. Optimize operations by easily creating digital twins of real-world systems. Run analytics on volumes of IoT data easily—without building an analytics platform. -
5
Lumada IIoT
Hitachi
Embed sensors for IoT use cases and enrich sensor data with control system and environment data. Integrate this in real time with enterprise data and deploy predictive algorithms to discover new insights and harvest your data for meaningful use. Use analytics to predict maintenance problems, understand asset utilization, reduce defects and optimize processes. Harness the power of connected devices to deliver remote monitoring and diagnostics services. Employ IoT Analytics to predict safety hazards and comply with regulations to reduce worksite accidents. Lumada Data Integration: Rapidly build and deploy data pipelines at scale. Integrate data from lakes, warehouses and devices, and orchestrate data flows across all environments. By building ecosystems with customers and business partners in various business areas, we can accelerate digital innovation to create new value for a new society. -
6
IBM Maximo® Application Suite is a set of applications for asset monitoring, management, predictive maintenance and reliability planning. Get the most value from your enterprise assets with Maximo Application Suite. It’s a single, integrated cloud-based platform that uses AI, IoT and analytics to optimize performance, extend asset lifecycles and reduce operational downtime and costs. With market-leading technology from IBM Maximo, you’ll have access to configurable CMMS, EAM, APM and RCM applications, along with streamlined installation and administration, plus a better user experience with shared data and workflows. Manage and maintain high-value assets with AI and analytics to optimize performance, extend asset lifecycles and reduce downtime and costs. Streamline inspection processes with seamless, automated asset inspections driven by real-time data and artificial intelligence.
-
7
Cumulocity IoT
Cumulocity GmbH
Cumulocity offers an enterprise-grade AIoT platform that connects & manages assets efficiently, transforms raw device data into AI-ready data, and orchestrates innovation from cloud to edge, combined with a team of experts and a large ecosystem of device, technology, and implementation partners to achieve lasting customer success. Cumulocity is the preferred choice for industrial equipment makers to develop high-value digital services and is trusted by leading companies worldwide as their partner, knowing they have access to the software and services needed to power their smart connected products in manufacturing, fleet management, consumer electronics, and more.Starting Price: 215 -
8
AWS IoT SiteWise
Amazon
AWS IoT SiteWise is a managed service that makes it easy to collect, store, organize, and monitor data from industrial equipment at scale to help you make better, data-driven decisions. You can use AWS IoT SiteWise to monitor operations across facilities, quickly compute common industrial performance metrics, and create applications that analyze industrial equipment data to prevent costly equipment issues and reduce gaps in production. This allows you to collect data consistently across devices, identify issues with remote monitoring more quickly, and improve multi-site processes with centralized data. Today, getting performance metrics from industrial equipment is challenging because data is often locked into proprietary on-premises data stores and typically requires specialized expertise to retrieve and place in a format that is useful for analysis. AWS IoT SiteWise simplifies this process by providing software running on a gateway that resides in your facilities.Starting Price: $0.00041667 -
9
FourJaw
FourJaw
Turn machine data into actionable insight - fast. FourJaw technology turns live machine data into clear, usable insights, empowering better decisions across every shift, every site and every machine. Not just when a machine stops, but where energy’s being wasted, where jobs are stalling and where time and capacity slip away. FourJaw’s plug-and-play IoT hardware connects to almost any machine. It’s installed in minutes with no disruption and no downtime. Real-time insights into performance, OEE, energy, and output, all in one intuitive platform, with configurable dashboards that show the data manufacturers need, how they need it, making reporting and analysis feel effortless. See what’s underperforming, what needs improving, and where to act next. From one machine to the entire factory, it’s simple to install and built to scale. FourJaw. Factory Intelligence. Made Simple.Starting Price: $144 per month -
10
TagoIO
TagoIO
TagoIO is a full-stack cloud software that lets users turn IoT sensor data into smart solutions without dealing with cloud complexity. It supports connecting and managing devices from more than 500 communication types, including LoRaWAN, NB-IoT, Wi-Fi, satellite, BLE, MQTT, and HTTP, with preconfigured connectors to decode device data into a standard format. It provides scalable device management, secure data storage, real-time visualization, custom analytics, automation, alerts, and multi-tenant access control so users can build dashboards, workflows, and logic in one environment. TagoIO simplifies building and deploying IoT applications with templates, drag-and-drop interfaces, and APIs while handling backend infrastructure, enabling rapid development and deployment. It offers advanced analytics to transform raw data into actionable insights and supports edge computing, mobile access, white-labeling, and integration with external systems.Starting Price: Free -
11
AggreGate
Tibbo Systems
AggreGate is a white-label full-stack Internet of Things integration platform that drives a digital transformation of your enterprise from connecting the assets to "slicing and dicing" their data for discovering some valuable insights. The Platform and derived vertical products also help integrators, OEMs, telecoms, and MSPs render IoT services running both on the edge and in their cloud. Design and develop your consumer or industrial IoT app in days, deploy into production in weeks. Industrial automation and process control via the 4th generation SCADA/MES platform. Building Automation. Build a unified command and control center for your intelligent facility. Cut HVAC/energy and other operating costs. Deliver digital services for higher resident satisfaction. Data Center Supervisor. Manage both industrial and IT equipment of your data center via a single umbrella system. Design dynamic floor plans, build custom dashboards, integrate with DCIM. -
12
IoTWorX
Iconics
IoTWorX™ combines ICONICS’ cutting-edge IoT software technology with its proven HMI/SCADA, analytics, and mobile solutions running in the cloud. ICONICS offers manufacturers and facility managers several key IoT technologies, including connectivity to assets, secure cloud communications, and built-in real-time visualization. Analytics at the edge result in minimized latency while leveraging FDD technology to significantly reduce costs and improve operational efficiency. Users can connect to virtually any automation equipment through supported industry protocols such as OPC UA, BACnet, SNMP, Modbus, web services, and classic OPC tunneling. -
13
Oracle’s Internet of Things (IoT) Intelligent Applications Cloud can provide you with more visibility, insights and efficiencies by capturing sensor data from connected devices using smart manufacturing, connected assets, connected logistics, workplace safety, and connected customer experience. Increase your revenue by using IoT applications to improve efficiency, increase supply chain visibility, and launch new business models. Prevent downtime by using IoT sensor data for real-time visibility and maintenance of machines, vehicles, and other assets. Reduce costs by connecting and monitoring vehicle routes and products in transit. Ensure regulatory compliance and identify causes of incidents, with real-time visibility into workplace environments.
-
14
Predix Platform
GE Digital
Predix Platform is the place where industry runs. As a scalable, asset-centric data foundation, it is a comprehensive and secure application platform that can run, scale, and extend digital industrial solutions. The platform delivers shared capabilities that industrial applications require: asset connectivity, edge technologies, analytics and machine learning, big data processing, and asset-centric digital twins. Designed as a distributed application platform, Predix Platform is optimized for high volume, low latency, and integration-intensive data management and analytics-driven outcomes. Predix Essentials is a complete solution for industrial monitoring and event management. Predix Essentials brings you the power of the Predix Platform, with asset connectivity, edge-to-cloud data processing and a feature-rich user console—packaged and pre-configured for rapid results. No development required. -
15
Zolnoi
Zolnoi
Accessible Industry 4.0 solution for your manufacturing company. We enable manufacturers to improve efficiency and reliability of production assets using IoT for data acquisition, proprietary AI for predictive analytics, and end-to-end platform for actionable insights. Integrate data from multiple sources. Optimize maintenance with predictive AI. Improve machine life and efficiency. Our data-driven approach leads to continuous improvement through. Condition monitoring IoT sensors and gateways, cloud-based data integration platform, AI-powered predictive analytics algorithms, and prescriptive analytics and actionable insights. Achieve tangible benefits through our software, estimated based on customer interactions and technology R&D. -
16
SkkyHub
Skkynet
For most IoT services, the cloud is an end point. With SkkyHub™, the cloud becomes a way to stream your data from wherever you have it to wherever you need it. Connect OT to IT, do M2M, or link remote locations, all streaming in real time—just microseconds over network latencies. Stream data from your devices or plants for monitoring, or stream commands, updates and configuration back to your system, or both. The DataHub gateway and ETK-enabled endpoints use the DHTP protocol to ensure a data-only connection. No VPNs means that your OT and IT networks remain untouched. Outbound connections via DHTP keep all in-bound firewall ports closed. There are no exposed attack surfaces at your facility, device, or office. Get the full picture by streaming up to 100,000 data points in real time. Three service types, Basic, Standard, and Professional, let you choose the level of service you want at a price that fits your budget.Starting Price: $99.95 per month -
17
IXON Cloud
IXON Cloud
Meet IXON Cloud: the industrial IoT platform that grows with you. IXON Cloud is a complete IoT solution, from connectivity to cloud, that brings your machines, people and services together. Connect your machines to IXON Cloud to benefit instantly from optimised remote support with Remote Access Cloud. Or work on your service ambitions and increase revenue with data-driven business models with Service Lifecycle Cloud. The IXON Cloud solution is scalable and open to integrate with third party apps, so you can customise it to your own unique situation. -
18
ICONICS IoT
ICONICS
Make your HMI/SCADA platform more accessible and efficient with the power of IoT. The Internet of Things (IoT) sees the world in a smart, interconnected way. Its vision is to connect assets, or “things”, to a larger IoT software system, or network of systems that make up a smart grid. These “things” retain the capability of actuation, control, automation and autonomous operation. The unification of devices results in vast amounts of data being collected, which empowers users with more opportunities than ever. ICONICS’ SCADA with IoT collects this data and provides the operator with a new layer of actionable intelligence. ICONICS IoT connects your buildings, facilities, and equipment through secure TLS encryption and Microsoft Azure. Your data in the cloud can be accessed from anywhere through pub/sub architecture for real-time visualization of KPI data at the edge. We deliver an efficient, secure connection to the cloud through bi-directional AMQP for Microsoft Azure. -
19
Fogwing IIoT Platform
Factana Computing
Fogwing is the next generation Industrial IoT platform engineered with features to build IoT Solutions for various industrial use cases; from industrial equipment monitoring, asset tracking, equipment condition monitoring to predictive maintenance. Users can build and deploy IoT based automation solutions without deep information technology expertise. The extended data analytics provides data driven analytical processes to predict operational risks and actions at lower TCO!Starting Price: $12 -
20
Davra IoT Platform
Davra
Davra IoT helps companies, fleet owners, OEMs, municipalities and others to define, build and rapidly bring industrial-grade IoT applications on a reliable, secure and scalable IoT platform. Get your IoT project to the market in less than 50 days. Experience an open system with integrations at its core. Reduce your IoT project cost by up to 80%. Get descriptive, diagnostic, predictive and prescriptive analytics data. Run our cloud-based streaming analytics, ML, NLP and AI algorithm at the edge of the network. Experience HTML5 dashboard visualization, advanced Geo-mapping, layout manager and much more. Get a complete developer suite with source control, versioning, full code editor and more. Provide an "asset-centric view" of IoT devices by attaching both static and dynamic attributes. Leverage a complete microservice-based design for infrastructure libraries and runtime engines. -
21
Bosch IoT Suite
Bosch.IO
With Bosch IoT Suite you can create abstract representations of real-world assets or devices in the cloud. These digital twins comprise all the capabilities and aspects of their physical counterparts. By storing and updating the data, properties, and relationships of an asset and providing notifications of all relevant changes they allow you to keep the real and digital worlds in sync. -
22
Gaonic
Gaonic
Experience the simplicity of your SaaS for Industrial IoT (Internet of Things), with no cloud expertise required. Experience the simplicity of your SaaS for Industrial IoT (Internet of Things), with no cloud expertise required—Gaonic Industrial IoT Central is a fully managed global IoT SaaS (software-as-a-service) solution for your business that makes it easy to connect, visualize, analyze and manage your IoT assets at scale. Bring your connected products to market faster with your SaaS solution while staying focused on your customers. We are the providers of a cloud-based sensor analytic platform for the Internet of Things (IoT). The IoT is a new phenomenon that is taking the world by storm. Prompting new product innovations and igniting better revenue streams, it is connecting smart devices. With cloud based technologies to connect various devices, Gaonic offers a flawless approach that provides smooth networking even from remote systems. -
23
Orquestra IIoT Data Manager
Softeam
Orquestra IIoT Data Manager is the data collection platform that manages field data and conveys information on all company applications. Thanks to Orquestra it is possible to communicate with machines and devices in the field, even if equipped with different technologies, and to standardize the information generated to offer a standard interface that collects data and information on the operation of the machines and on the production process. Ability to customize the reading of processes, making the use of information and the management of production lines more immediate. Real Time production OEE, measurement of performance levels taken from production plants and accuracy of the data collected. Automation of data collection, with processes and production progress. Real-time reporting of events and critical situations to take corrective actions in a timely manner. -
24
Sense IoT
Sense IoT
Get an alert before a maintenance need becomes an equipment failure. Text and email alerts when temperatures fall out of acceptable ranges. Maintaining optimal moisture levels maximum productivity. Monitoring and Control Systems will alert you if something is off at your operation. Monitoe cavvines, drugs, smaples and more to maintain quality and compliance. Stay compliant & safe. Remotely check on machine & performance. Protect peopls, places & things with turnkey sensors. Harness remote monitoring fpr preventative maintenance. Minimize downtime. Know cold storage is secure. Monitor food holding temperatures. Follow machine health. Fix before failure. Maintain comfort & safety. Sense IoT provides customers with quick remote wireless monitoring systems that are designed to improve building maintenance and management. Our goal is to improve efficiency, eliminate down time during scheduled maintenance checks, improve workplace safety and give facility managers better control. -
25
Nebeskie Enture
Nebeskie
IoT- Edge Solution for Industry4.0, Smart Monitoring, and Building. Monitor and control energy consumptions, improve energy efficiency, and productivity. With Enture IoT and Edge, you can connect your existing VFDs, PLCs, Energy Meters, and devices ( fan, lights, ACs, and many more) to the Cloud. Without complicated engineering and protocol configurations, you get started with easy installation and configuration to Enture Cloud HMI (mobile/web app). The innovative Enture Edge encrypts the data from all the devices, VFDs, PLCs, and energy meters and syncs the data to Enture Cloud for multiple users to view through web and mobile app. In the case of internet failure, Enture is capable of storing the data locally and syncing the data to the cloud whenever the internet connection is established. Give your factories an edge and upgrade from Industry3.0 to Industry4.0. Enture IoT-Edge has been developed to enable the I4.0 transition with plug and play integration. -
26
Live Earth
Live Earth
The city of the future will require sophisticated data visualization and controls to analyze data streams, operate, monitor, and control systems, and protect the environment, the city infrastructure, the investments, and mostly the citizens of the city. Creating a digital twin and allowing city managers and department executives to see and respond in real-time will be key to creating the enhanced experience cities are seeking. City planners, department heads, and governments can reduce infrastructure costs and service requirements through this advanced smart city data visualization and control platform. With the ability to monitor all systems and system interactions and create predefined alerts, the platform enables city infrastructure (i.e. street lights, cameras, transportation, road conditions, and much more) to be proactively managed and controlled leveraging the interaction between systems with minimal staffing using these advanced Digital Twin software tools. -
27
Ardexa
Ardexa
Be better informed, make decisions faster and see the impact in real-time. Some call it industry 4.0, some call it Industrial IoT and some call it Device Management. Irrespective of name, Ardexa helps you make these connections securely. There is nothing more important than to monitor how products and operations are performing in real time. Ardexa’s open IoT platform extracts the data that you need to analyze performance, predict failures and remotely control these dispersed assets. The pre-packaged solution enables you to deploy devices securely without needing to be a security specialist. Ardexa uses digital certificates to identify and authenticate each and every agent. All communications with the cloud are encrypted and authenticated, so your devices, along with your data, are protected. Devices can be connected faster than ever before with our agent, pre-compiled and dependency free. -
28
Thinaer
Thinaer
Thinaer's solution integrates machine-generated data, employee feedback, and AI-powered analytics to provide you with unprecedented operational data and actionable insight. Thinaer's Industrial Internet of Things platform uses Bluetooth Low Energy (BLE) technology and an API-centric user interface to capture operations data. The platform tracks location, vibration, temperature, humidity, current draw, proximity, and more. Thinaer's patented feedback app embeds real-time feedback in your business processes. Use this application to gather input and insights from employees, clients, and other important stakeholders. Our analytics integrates this employee input with IIoT data to help our clients understand what's hapening, why it's happening, and what to do about it. Thinaer's in-platform analytics dashboard provides immediate insight into operations. Our analytics utilize machine learning and artificial intelligence designed to help clients improve efficiency and save costs. -
29
sensemetrics
sensemetrics
Secure access to state-of-the-art data visualization and analytics, when and where you need it. Advanced device management controls, diagnostics, and analytics for distributed sensor networks. Create customized image-based visualizations with embedded sensor data and associated alert status. Build data tables consisting of raw and calculated metrics for simple viewing, comparison, and export. Record and journal modifications to system and sensor properties across the project lifecycle. Define conditions for calculation of user-defined threshold exceedance, and flexible notification distribution. Import critical documents, photos, inspection records, and event data as a record of project progress and performance. Powerful tools for report creation and distribution, and linking reports to real-time charts, graphs, maps, and dashboards. -
30
Guidewheel
Guidewheel
Get more from existing assets, lower costs, and set your team up to win with Guidewheel's AI-powered platform. The fastest way to improve factory operations. Accurately track downtime and root causes to improve utilization and efficiency. Forecast throughput and accurately track planned vs. actual production. Monitor OEE in real time and see how you’re trending over time. Accurately track cycles, cycle time, and performance against targets. Monitor energy usage and find opportunities to reduce consumption and cost. Learn of maintenance needs before they develop into issues. Monitor conditions like temperature, flow, humidity, and pressure. Reveal and address losses like preventable downtime, long changeovers, and late starts to unlock hidden capacity. Get AI-driven alerts the moment performance deviates from plan, so your team can take corrective action to stay on track. Build customer trust by delivering on time every time.Starting Price: $59 per month
