Alternatives to Lumada IIoT

Compare Lumada IIoT alternatives for your business or organization using the curated list below. SourceForge ranks the best alternatives to Lumada IIoT in 2026. Compare features, ratings, user reviews, pricing, and more from Lumada IIoT competitors and alternatives in order to make an informed decision for your business.

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    TRACTIAN

    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
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    Epicor Connected Process Control
    Epicor Connected Process Control (CPC), formerly eFlex Systems, provides manufacturers a flexible, no-code/low-code MES solution. No programming or special skills required. Digital work instructions, with multi-media capabilities, along with the ability to integrate virtually any device with communication capabilities, provides 100% historical record of the product and the process. Providing data insight, from production reports, to part history, quality summary and more — address issues quickly, minimize waste and disruptions. Whether you start small in subassembly areas, an entire line, or apply enterprise wide - we work with manufacturers of all sizes and needs. Hosted on prem or in the cloud, you decide what's best for your operations.
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    Shoplogix Smart Factory Platform
    Shoplogix is a smart, scalable platform trusted by manufacturers worldwide for over 20 years. It transforms real-time machine and production data into actionable insights, helping teams uncover hidden losses and drive rapid ROI. Features include intuitive visual dashboards, integrated analytics, and real-time alerts for fast, informed decisions. Shoplogix connects to any machine type, tracking downtime, scrap, throughput, and setup stages. Operators and managers can quickly spot issues, launch action plans, and improve efficiency on the fly. With built-in continuous improvement tools and seamless scaling from one line to multi-plant operations, Shoplogix empowers your team to eliminate bottlenecks, boost OEE, and achieve lasting operational excellence.
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    The Asset Guardian EAM (TAG)

    The Asset Guardian EAM (TAG)

    Verosoft Design Inc

    Meet The Asset Guardian (TAG) Mobi – Now with mobiMentor AI to Maximize Wrench Time TAG Mobi is an AI-powered EAM solution for Microsoft Dynamics 365 Business Central, now enhanced with mobiMentor AI — an agentic AI ecosystem that gives maintenance experts more wrench time by automating admin tasks. Reduce downtime and operational risk with integrated, intelligent maintenance tools. • Asset Lifecycle Management – Maximize asset performance and extend lifespan • Preventive & Predictive Maintenance – Cut failures and unplanned downtime • Work Order Management – Dispatch, track, and complete tasks with ease • Advanced Reporting – Real-time KPIs via intuitive dashboards • IoT Monitoring – Get alerts before issues disrupt operations With AI-driven workflows, voice commands, and no-code automation, TAG Mobi keeps teams focused on maintenance—not paperwork.
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    AWS IoT Analytics

    AWS IoT Analytics

    Amazon Web Services

    IoT data is highly unstructured which makes it difficult to analyze with traditional analytics and business intelligence tools that are designed to process structured data. IoT data comes from devices that often record fairly noisy processes (such as temperature, motion, or sound). The data from these devices can frequently have significant gaps, corrupted messages, and false readings that must be cleaned up before analysis can occur. Also, IoT data is often only meaningful in the context of additional, third party data inputs. For example, to help farmers determine when to water their crops, vineyard irrigation systems often enrich moisture sensor data with rainfall data from the vineyard, allowing for more efficient water usage while maximizing harvest yield. AWS IoT Analytics automates each of the difficult steps that are required to analyze data from IoT devices. AWS IoT Analytics is a fully managed and pay-as-you-go service that scales automatically.
    Starting Price: $3.43 per month
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    Mingo

    Mingo

    Mingo Smart Factory

    Trusted by leading manufacturers, Mingo Smart Factory is an easy-to-use, fast to deploy OEE software that can be set up in less than 1 day. Collect data automatically and get insight into important manufacturing KPIs like OEE, cycle time, downtime, utilization, throughput, and many others with visuals like scoreboards, dashboards, and mobile app. Start small and as you grow, expand to a full manufacturing productivity platform. With Mingo, improve OEE and get insight into what's happening in the plant. Mingo Smart Factory is manufacturing productivity and analytics software that provides real-time visibility on the factory floor that helps reduce downtime, improve on-time delivery, and increase profitability of manufacturing companies. Mingo empowers manufacturers to start simple, think big, move fast, and easily grow from a single machine at one plant to thousands of machines across the globe with manufacturing productivity and analytics software.
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    AWS IoT

    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.
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    Fulcrum

    Fulcrum

    Fulcrum

    We make software. For manufacturers. Really awesome software. That works well, and is pretty. Why? Faster rockets. Better cars. Cheaper production. What would happen if everything could be made 30% faster, better, stronger? Let's create that future together. Fulcrum, a product by Atlas Solutions, is a SaaS enterprise platform allowing small and mid-sized manufacturers to improve efficiency through workflow optimization and automated data collection. Fulcrum delivers value through a fully digital, paperless workflow leveraging machine learning, automation, predictive analytics, and advanced heuristics to drive throughput and profitability. We're helping manufacturers transition to cutting edge software that lowers the stress of everyday operations, gets more out of good employees, automates the tasks you hate so you can focus on what really matters - customer relationships.
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    Litmus Edge
    Litmus Edge is a hardware‑agnostic industrial data platform deployed at the edge to connect to virtually any industrial asset. Using a large library of pre‑built drivers, it rapidly ingests data from PLCs, SCADA, MES, historians and sensors, then normalizes and contextualizes that data for analytics and control. The platform delivers real‑time KPIs and dashboards at the edge, supports running analytics and machine‑learning models close to the machines, and publishes ready‑to‑use data to cloud, big‑data and business applications. This gives manufacturers a scalable foundation for smart manufacturing and Industrial IoT programs. Designed for engineers modernizing OT systems: - 250+ drivers - MQTT/Kafka/REST ingestion - Data modeling + transformations - Edge ML/SLM runtime - Container support - Secure cloud connectors - Fleet management
    Starting Price: 15000/5k data points/site
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    MindSphere

    MindSphere

    Siemens

    MindSphere® is the leading industrial IoT as a service solution. Using advanced analytics and AI, MindSphere powers IoT solutions from the edge to the cloud with data from connected products, plants and systems to optimize operations, create better quality products and deploy new business models. Built on the Mendix application platform, MindSphere empowers customers, partners and the Siemens organization to quickly build and integrate personalized IoT applications. Our team of experts is happy to answer your questions and help you get started with MindSphere. Connect assets and upload data to the cloud . Collect, monitor, and analyze data in real-time. Take advantage of apps and solutions that solve real problems. Develop apps that increase the business value of your data. Make use of an open environment for development and operations.
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    FourJaw

    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
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    ShiftWorx

    ShiftWorx

    FreePoint Technologies Inc.

    FreePoint Technologies' ShiftWorx is a unique grouping of modules that provide an end-to-end solution for continuous improvement across the production floor. ▪ Production Management - Real-time information on machine performance, jobs, and operator workforce. ▪ Performance Analysis - Metrics at the machine, line or plant for historical, situational and predictive insights. ▪ Quality & Compliance - Benchmarking, standards and procedures to meet audit and compliance regulations. ▪ Team Member Development & Performance - Operators have better tools for creating value added work. ShiftWorx provides a ‘holistic’ shopfloor management platform that when applied in whole or in succession affords manufacturers a production optimization solution backed by Toyota Production System (TPS) consulting expertise. Measure, Analyze, and Improve with ShiftWorx! Contact us for a complimentary consultation from our TPS experts! Schedule a software demo specific to your Industry today!
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    Guidewheel

    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
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    Plutoshift

    Plutoshift

    Plutoshift

    Plutoshift's Operational Data Platform (ODP) delivers automated performance monitoring and predictive analysis for physical infrastructure to drive efficiency, reduce cost and waste, and help build more resilient sustainable businesses. Extracting and processing raw data for analysis is often the biggest challenge to delivering value. Plutoshift ingests, processes, and curates all your infrastructure, business, and even third-party data, creating a foundation for generating insights. We automate and maintain the entire data pipeline without the need for additional IT resources. Plutoshift provides organizations with an always-on view of their operations at the workflow, site, and enterprise level. Operators have an immediate view of trends and KPIs for every process and asset. With configurable alerts, response tracking, and contextual reports, teams can quickly identify problems, prevent downtime, and uncover the root cause of issues.
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    TagoIO

    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.
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    IBM Maximo Application Suite
    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.
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    TrendMiner

    TrendMiner

    TrendMiner

    TrendMiner is a fast, powerful and intuitive advanced industrial analytics platform designed for real-time monitoring and troubleshooting of industrial processes. It provides robust data collection, analysis, and visualization enabling everyone in industrial operations for making smarter data-driven decisions efficiently to accelerate innovation, optimization, and sustainable growth. TrendMiner, a Proemion company, is founded in 2008 with our global headquarters located in Belgium, and offices in the U.S., Germany, Spain and the Netherlands. TrendMiner has strategic partnerships with all major players such as Amazon, Microsoft, SAP, GE Digital, Siemens and Aveva, and offers standard integrations with a wide range of historians such as OSIsoft PI, Yokogawa Exaquantum, AspenTech IP.21, Honeywell PHD, GE Proficy Historian and Wonderware InSQL.
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    Oracle IoT Intelligent Applications Cloud
    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.
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    HighByte Intelligence Hub
    HighByte Intelligence Hub is a DataOps software solution purpose-built for industrial data. The Intelligence Hub enables manufacturers to securely collect, model, and stream industrial datasets to and from IT systems without writing or maintaining code. The software is deployed at the Edge to merge real-time, transactional, and time-series data into a single payload for consuming applications. With the Intelligence Hub, users can speed system integration time, rapidly leverage contextualized data for analytics, ML, and AI agents, and govern data standards across the enterprise. HighByte Intelligence Hub provides the critical data infrastructure for Industry 4.0. HighByte Intelligence Hub is a software solution that solves data architecture and integration problems at scale for industrial operations. The Intelligence Hub combines Edge operations, advanced data contextualization, and the ability to deliver unique and specific data to multiple end applications in a code-free solution.
    Starting Price: 17,500 per year
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    Predix Platform
    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.
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    Nextbitt

    Nextbitt

    Nextbitt

    Nextbitt is a comprehensive asset and sustainability management platform designed to help organizations optimize, monitor, and extend the lifecycle of their physical assets. Built for regulated industries, it combines IoT, AI, and automation to provide real-time visibility into maintenance, energy use, and operational performance. The platform’s modular ecosystem includes asset management, sustainability tracking, and analytics, enabling data-driven decisions that enhance efficiency and compliance. Companies can integrate Nextbitt with existing systems through powerful APIs for seamless interoperability across departments. Its built-in sustainability tools also calculate carbon footprints, manage ESG performance, and ensure compliance with environmental regulations. Trusted globally, Nextbitt empowers organizations to transform infrastructure management into a strategic driver of innovation, sustainability, and growth.
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    Davra IoT Platform
    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.
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    Zolnoi

    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.
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    Quartic.ai

    Quartic.ai

    Quartic.ai

    The Quartic AI platform helps companies overcome the challenges of deploying smart manufacturing technology to achieve peak operational efficiency faster. Whether your manufacturing data is in a cloud data lake or at the edge, the Quartic AI platform connects easily to your data and turns it into analytics-ready smart data with dynamic context. The platform’s automated machine-learning lets you build AI applications using problem-solving workflows and combines it with complex event processing for the deployment of streaming analytics in a stress-tested, reliable microservices framework. Flexible, well-understood industrial workflows reduce customization efforts to bring speed to your enterprise-wide scaling, increase IT-OT alignment, and speed up adoption. A platform built by design to accelerate and provide scalable IIoT and AI solutions. A full-stack, edge-to-enterprise, comprehensive and complete solution focused on the OT user. Start with an asset, build a smart enterprise!
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    Digital Twin Studio
    Data Driven Digital Twin toolset to help you Visualize, Monitor, and Optimize your operation in Real-Time using machine learning and AI. Control your Cost of SKU, Resources, Automation, Equipment and more. Real-Time Visibility and Traceability - Digital Twin Shadow Technology. Digital Twin Studio® Open Architecture enables it to interact with a multitude of RTLS and data systems – RFID, BarCode, GPS, PLC, WMS, EMR, ERP, MRP, or RTLS systems Digital Twin with AI and Machine Learning - Predictive Analytics and Dynamic Scheduling Real-time predictive analytics deliver insights via notifications when issues are identified before they occur with state of the art Digital Twin Technology Digital Twin Replay - View Past Events and Setup Active Alerts. Digital Twin Studio can replay and animate all past events through 2D, 3D and VR. Digital Twin Live Real-Time Metrics - Dynamic Dashboards - Simple drag and drop dashboard builder with unlimited layout capabilities.
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    PathWave Manufacturing Analytics
    Combining test and measurement expertise with data science and big data engineering, the PathWave Manufacturing Analytics platform provides actionable insights for every level in your organization in the smart factory of the future. Improve yield, lower retest and handling, and lower the cost of poor quality with big data advanced analytics that really works. Accelerate your Return on Investment and business outcomes with unique, innovative analytics. Predict potential quality issues in real-time manufacturing with optimized machine learning anomaly detection models. Save the workspace and see your own personalized dashboard on demand, real-time from anywhere. Use no-code specially curated diagnostic tools and visualizations for all levels of operators, technicians and engineers.
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    Seeq

    Seeq

    Seeq Corporation

    Seeq is the first application dedicated to process data analytics. Search your data, add context, cleanse, model, find patterns, establish boundaries, monitor assets, collaborate in real time, and interact with time series data like never before. Whatever your process historian or operational data system of record – the OSIsoft® PI System®, Honeywell's Uniformance® PHD, Emerson DeltaV and Ovation, Inductive Automation's Ignition, AspenTech IP.21, Wonderware, GE Proficy or any other – Seeq can connect and get you working in minutes. In the current hype around predictive analytics, machine learning, and data science, what’s missing are solutions to the real challenges to an analytics-driven organization. Tapping the expertise of your current employees. Support for collaboration and knowledge capture to foster sharing and reuse of analytics efforts. And the ability to rapidly distribute insights to the people who need them to quickly improve outcomes.
    Starting Price: $1000.00/year/user
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    Mareana Manufacturing Intelligence
    Mareana is a cloud-based Enterprise AI platform that connects siloed manufacturing data and enables real-time contextualization, processing, and predictive analytics to drive insightful business decisions. Mareana Manufacturing Intelligence helps small, medium, and large-scale enterprises improve yield, unlock capital and comply with regulatory mandates. Key Benefits with Mareana Intelligence Platform: - Connect all your Data in One Place like Paper batch records, CMO Process data, and Unstructured data - Create Product Genealogy in Real-Time and get Granular Product details, Process Anomalies & Variations, and New Data Impact Analytics - Unlock Capital by releasing On Hold Batches, Improving yield, and reducing Up-stream/Down-stream Non-Conformances - Execute Compliance Filings Flawlessly by ensuring complete reporting, leveraging all data sources, and reducing errors in filings 3 out of the top 10 pharmaceutical companies in the US are using Mareana's Platform for CPV & CMC.
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    Oden Technologies

    Oden Technologies

    Oden Technologies

    The information operators need to be high performers, available in one click. Oden Technologies enables manufacturers to harness their complex manufacturing data to achieve unparalleled performance at the front line. Our solutions translate billions of data points from streaming process sources and contextual production systems into process recommendations, predicted outcomes, pre-built visualizations, and so much more. Oden’s unique turnkey infrastructure, hands-on customer success team, and easy-to-use interfaces drive results in weeks, not years. Prescriptive process recommendations delivered to machine operators that adjust to real-time line constraints and organizational goals. Process AI empowers new operators to perform like experienced team members. Out-of-the-box and configurable analytics and visualizations to uncover opportunities and root causes of efficiency loss. Factory analytics serves the various groups surrounding the operator to dive into their data and get insights.
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    Nebeskie Enture
    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.
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    Memfault

    Memfault

    Memfault

    Reduce risk, ship products faster, and resolve issues proactively by upgrading your Android and MCU-based devices with Memfault. By integrating Memfault into smart device infrastructure, developers and IoT device manufacturers can monitor and manage the entire device lifecycle, from development to feature updates, with ease and speed. Monitor hardware and firmware performance, remotely investigate issues, and incrementally rollout targeted updates to devices without disrupting customers. Go beyond application monitoring with device and fleet-level metrics, like battery health and connectivity with crash analytics for firmware. Resolve issues more efficiently with automatic detection, alerts, deduplication, and actionable insights sent via the cloud. Keep customers happy by fixing bugs quickly and shipping features more frequently with staged rollouts and specific device groups (cohorts).
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    Cumulocity

    Cumulocity

    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.
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    sensemetrics

    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.
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    AIMSCO

    AIMSCO

    AIMSCO

    AIMSCO eChecksheets™ (eCS) are a digital cloud-based version of this standard method to collect a variety of production, quality, visual and process data in real time at point-of-use providing instant visibility. eCS can be quickly built and deployed at a single site or across multiple plants and support multiple languages. Built with an extensive library of industrial eCheckitems™ (eCI), eCS are managed by key users to implement data collection and continuous improvement initiatives. In addition to manual data capture, eCI can be automatically populated by equipment interfaces (IoT) or enterprise systems through standard web service interfaces. Leveraging the Microsoft Azure Cloud, AIMSCO Power Plant™ services integrate eCS data seamlessly with Microsoft Power BI® through custom data models for advanced analytics and process visualization.
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    Fogwing IIoT Platform

    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!
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    Reekoh

    Reekoh

    Reekoh

    Make your asset, operational and business data interoperable using one platform. We empower enterprises across all industry segments with capabilities to reduce complexity, remove barriers and accelerate time-to-value in their integrated solutions, uniquely bringing together Physical (IoT/IIoT/OT) and Application (IT) data. Securely manage OT, IoT, IIoT and business app data ingestion from across disparate and fragmented systems, protocols, networks and data formats. Enrich contextual data, manage metadata, perform transformation and utilsie data mapping to work with common data models and schemas. Integrate data to various endpoints for application and process logic, storage and data analysis, as well as physical and digital automation. Reekoh Accelerate™ is a hybrid integration platform that powerfully treats data from physical and digital assets as first class citizens. It provides a secure and agile toolset for device and data management, business workflow and automation.
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    IoTWorX

    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.
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    Crosser

    Crosser

    Crosser Technologies

    Analyze and act on your data in the Edge. Make Big Data small and relevant. Collect sensor data from all your assets. Connect any sensor, PLC, DCS, MES or Historian. Condition monitoring of remote assets. Industry 4.0 data collection & integration. Combine streaming and enterprise data in data flows. Use your favorite Cloud Provider or your own data center for storage of data. Bring, manage and deploy your own ML models with Crosser Edge MLOps functionality. The Crosser Edge Node is open to run any ML framework. Central resource library for your trained models in crosser cloud. Drag-and-drop for all other steps in the data pipeline. One operation to deploy ML models to any number of Edge Nodes. Self-Service Innovation powered by Crosser Flow Studio. Use a rich library of pre-built modules. Enables collaboration across teams and sites. No more dependencies on single team members.
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    Glassdome

    Glassdome

    Glassdome

    The Glassdome Platform is a unified operations platform that transforms real-time manufacturing data into actionable insights for both operational performance and sustainability outcomes. The platform enables manufacturers to collect data directly from equipment and machines across their facility, duplicate and preserve raw data, aggregate and harmonize multiple data sources, adjust and correct anomalies, and deliver automated reporting and dashboards to drive decision-making with precision. With features such as real-time data integration, advanced analytics, customizable dashboards, automated reports, and scalable deployment, the solution supports both production monitoring and product carbon footprint management from the same platform. Users gain visibility into machine downtime, overall equipment effectiveness (OEE), scrap rates, quality issues, and staffing/inventory interruptions.
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    Siemens Opcenter Intelligence

    Siemens Opcenter Intelligence

    Siemens Digital Industries Software

    Opcenter Intelligence (formerly known as "Manufacturing Intelligence") is a modern enterprise manufacturing intelligence solution targeting the current and future transformational technologies that are shaping the future of data analytics for manufacturing: mobile internet, cloud computing and advanced analytics. Opcenter Intelligence connects, organizes and aggregates manufacturing data from disparate company sources into cohesive, intelligent and contextualized information in order to gain immediate and actionable insights. The information includes process data combined with business information, operations data and key performance indicators (KPIs) that affect manufacturing.
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    PARCview

    PARCview

    dataPARC

    Enable data-driven decision-making on the plant floor and across your enterprise. Improve your company’s decision-making and troubleshooting capabilities with our real-time manufacturing analytics software. PARCview provides a single source of truth for all your manufacturing data. Aggregate disparate data from machines and manufacturing systems such as ERP, MES, lab, & quality systems, to develop the insights that drive continuous improvement. Give your operators, engineers, & SMEs the power to develop data-driven solutions to your most challenging process issues. Give them PARCview – the most flexible, powerful, & easy-to-use industrial analytics toolkit available.
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    Vanti

    Vanti

    Vanti

    Vanti’s manufacturing analytics is a robust solution for today’s plant professionals. With its ability to fuse manufacturing data from multiple sources, Vanti offers an automated, intuitive, manufacturing insights platform. Using advanced natural language processing, Vanti provides clear interpretations of complex production behaviors and delivers actionable insights. This simplifies your data exploration, making it as easy as having a conversation. Vanti allows users to interact with their data through simple, conversational queries. Alongside these interactions, the platform automatically generates detailed visualizations, such as charts and highlights, for a deeper understanding of the data. All of this is incorporated into an intuitive user interface, providing easy navigation and operation, regardless of your technical expertise. Through Vanti’s sophisticated manufacturing analytics, professionals can gain a comprehensive understanding of plant behavior.
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    MODE

    MODE

    MODE

    Managing or developing robot fleets? Robot Cloud is the perfect solution for getting insights into the state of devices while providing fast responses to issues that may arise. Whether you’re field testing self-driving cars or managing a fleet of commercial vehicles, MODE helps you gather real-time sensor data from your vehicles and journeys and instantly apply it to streamline your business. MODE uses cloud-based technology to integrate with whichever sensors you need, from controlling Smart Homes to monitoring utility costs in factories. Analyze real world data systems on a large scale, with 24/7 monitoring & firmware management for 10,000+ installations. Built to transmit data even in unstable network environments, our Gateway lets you collect & analyze data reliably: all day, every day, for months on end. Since you can start with as few as one unit for testing, it's far faster & cheaper than an in-house solution.
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    DataXchange

    DataXchange

    Scytec Consulting

    Scytec DataXchange is a Cloud and On-Premise OEE and analytic manufacturing machine monitoring system, and so much more. DataXchange increases overall equipment effectiveness, utilization and shop floor productivity through the use of innovative IIoT technology. DataXchange is compatible with a wide variety of manufacturing machines including CNC’s, PLC’s, robots, welders, and manual machines. Custom shop floor data entry rules can be created to automatically collect shop floor data from a wired or wireless connection on MTConnect, Fanuc FOCAS and OPC UA based machines as well as older and manual machines. As the machine data is collected, DataXchange has all the OEE reports, charts, dashboards and notifications you need to analyze the information in a meaningful way as well as triggering notifications, meeting the manufacturing data collection needs of small facilities as well as multi-site enterprise level operations.
    Starting Price: $45/month
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    SAP EAM
    Maintain and service the performance of physical assets with real-time insights, the IoT, machine learning, mobility and advanced and predictive analytics. Plan, schedule, and execute maintenance operations better by integrating intelligent technologies that deliver new value and optimize your processes. Share best practices for optimal deployment, management, and maintenance of equipment. Manage assets and customer service processes more effectively with a single repository for asset and equipment information. Reduce equipment downtime and maximize asset productivity with an automated approach to tracking equipment usage information.
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    SmartMaintenance

    SmartMaintenance

    Ctrl2GO Global

    Solution for monitoring and predictive analysis of equipment condition, optimization of maintenance and repair processes. Predictive analysis of production process quality. Potential exceeding the maximum permissible load on equipment through unit operation analysis. Avoiding emergency shutdowns through predictive analysis of unit condition. Quality repair work assessment by comparing of equipment before/after operation. Automatic control of manual repair and maintenance operations. For maintenance and repair through predictive analysis of equipment condition. For purchase of new equipment through intelligent load balancing of existing assets. For spare parts and consumables according to intelligent failure prediction. Quality repair work assessment by comparing of equipment before/after operation. Automatic control of manual repair and maintenance operations.
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    Visplore

    Visplore

    Visplore GmbH

    Visplore is a visual analytics software solution for rapid industrial troubleshooting and root-cause analysis. When KPIs and simple trends are not enough and action is time-critical, it complements dashboards with guided forensic “why” analyses that deliver insights for problem-solving and process optimization. It works across the entire IT/OT landscape, from process and asset data to quality and material data, and is easy to use for all engineers. - Guided, transparent root-cause analysis with intuitive visuals — no black boxes, no complex modeling - Works with your data, where it lives - Seamless IT/OT connectivity - From troubleshooting to standardized best practice - Proven templates, excellent expert support, and workflows that scale into automated monitoring and reporting. Compared to other data analysis tools such as Seeq and TrendMiner, Visplore is built for everyday engineering use, making industrial data analysis accessible, repeatable, and ready for action.
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    Skyland PIMS
    End-to-end Product and Process Data Management. Skyland PIMS® provides emerging & global drug sponsors and CMOs a collaborative workspace to manage critical development, manufacturing and quality data. Our cloud-based, validatable software allows for fast deployment and low TCO. Maintain data content, understanding, and control across the supply chain. Faster and more efficient scale-ups, tech transfers, and commercial releases. Capture batch data and access summary dashboards for data monitoring, release status, analysis and reporting. Manage product and process specifications and target control limits. Easily create an audit trail. Automatically integrate Batch and Limits data to produce process analysis and control charts. Fulfill CPV/APR reporting requirements. Persistent product and process data library for data transparency and integrity across global networks. Streamline product and process data management throughout the product lifecycle and supply chain.
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    Fuuz

    Fuuz

    Fuuz

    Fuuz is an industrial-operations platform that unifies manufacturing execution, warehouse management, asset monitoring, and data intelligence into one enterprise-grade system, designed to bridge the divide between OT and IT while enabling scale, agility, and rapid deployment. It enables users to connect, collect, store, analyze, and visualize real-time data across machines, sensors, edge devices, and legacy systems, normalizing and contextualizing industrial data for live use. With built-in support for secure edge-to-cloud connectivity, drag-and-drop low-code application design, and adaptive AI-driven workflows, including pre-built accelerators and templates, the platform aims to reduce implementation friction and accelerate time to value. Fuuz offers native integration with ERPs, automation systems, cloud platforms, and AI tools, supporting full-stack visibility from plant floor to enterprise.
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    SAP Digital Manufacturing Cloud
    With the SAP Digital Manufacturing Cloud solution, you can leverage a manufacturing execution system (MES) to execute processes, analyze scenarios, and integrate systems through a resource-efficient Industry 4.0 approach. Empower key stakeholders to analyze global and plant-level manufacturing performance and associated causes through intuitive, preconfigured analytics. Acquire data from different manufacturing operations management (MOM) and automation systems by uniting multiple solutions and standards-based interfaces. Facilitate continuous business improvement by accelerating root-cause analysis with advanced algorithms and machine learning. Meet market-of-one demand, handle extreme product variability, improve customer satisfaction, and maintain productivity, margins, and quality levels.