# Best Industrial IoT Software ## How Many Industrial IoT Software Products Does G2 Track? **Total Products under this Category:** 137 ### Category Stats (Jul 2026) - **Average Rating:** 4.47/5 The average rating of products in this category, based on all submitted ratings - **Top Trending Product:** GE Vernova APM (+0.23%) - Among all products in this category, GE Vernova APM recorded the largest rating increase compared to last month _Last updated: July 27, 2026_ ## How Does G2 Rank Industrial IoT Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 1,900+ Authentic Reviews - 137+ Products - Unbiased Rankings G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category. ## G2 Grid® for Industrial IoT Software ![G2 Grid® for Industrial IoT Software plotting products by satisfaction and market presence](https://www.g2.com/categories/industrial-iot/grids.png?focus%5B%5D=23322&focus%5B%5D=100304&focus%5B%5D=121712&focus%5B%5D=1195159&focus%5B%5D=25774&focus%5B%5D=87447&focus%5B%5D=104375&focus%5B%5D=168547) Highlighted products: Pelion IoT Connectivity, Insights Hub, HiveMQ, TRACTIAN, Geotab, AWS IoT SiteWise, Tulip, and DATOMS. Underlying data: [Grid® JSON](https://www.g2.com/categories/industrial-iot/grids.json?focus%5B%5D=pelion-iot-connectivity&focus%5B%5D=siemens-digital-industries-software-insights-hub&focus%5B%5D=hivemq&focus%5B%5D=tractian-tractian&focus%5B%5D=geotab&focus%5B%5D=aws-iot-sitewise&focus%5B%5D=tulip-interfaces-tulip&focus%5B%5D=datoms) **Sponsored** ### JFrog JFrog Ltd. (Nasdaq: FROG), the creators of the unified DevOps, DevSecOps, DevGovOps and MLOps platform, is on a mission to create a world of software delivered without friction from development to production. Driven by a “Liquid Software” vision to keep software continuously flowing, secure, and always up to date, the JFrog Platform serves as the definitive software supply chain system of record. It is uniquely engineered to power organizations as they build, manage, and distribute trusted software with unprecedented speed, security, and scale across hybrid and multi-cloud environments. As software engineering evolves in the AI era, JFrog’s newest offerings address the industry's most pressing trend: the rise of agentic software development and the hidden security risks of "Shadow AI." In response to threat actors increasingly targeting developer workflows including a massive surge in malicious open-source AI models and infected packages; JFrog has expanded its platform capabilities to deliver absolute end-to-end visibility and automated compliance. Key new innovations include the JFrog AI Catalog, which enables organizations to centralize, govern, and control the lifecycle of AI models approved for enterprise use. To secure autonomous coding environments, JFrog introduced the Universal MCP Registry and the Agent Skills Registry (developed alongside NVIDIA). These new solutions establish the industry’s first enterprise-grade trust layer to safely manage and store AI agent skills, monitor connections, and instantly block unsafe developer tools or malicious coding extensions right where developers work. Furthermore, the integration of advanced DevGovOps and Runtime Security tools allows teams to replace slow, manual compliance audits with continuous, background policy enforcement. By shifting security left directly into the binary pipeline, JFrog ensures that the volume of AI-assisted code does not outpace an organization's ability to verify its safety. Today, millions of users and approximately 6,600 organizations worldwide, including a majority of the Fortune 100, depend on the universal JFrog Platform to eliminate point-solution fatigue, bridge the governance gap, and securely embrace digital transformation. Learn more at www.jfrog.com or follow us on X @JFrog. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=2315&secure%5Bchosen_at%5D=2026-07-28T08%3A05%3A24Z&secure%5Bdisplayable_resource_id%5D=1775&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=neighbor_category&secure%5Bplacement_resource_ids%5D%5B%5D=1775&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=143017&secure%5Bresource_id%5D=2315&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Findustrial-iot&secure%5Btoken%5D=a22cbe4e74531035cb82e3771e6d2be17d3472249d4de1c37da9cd46eee582f7&secure%5Burl%5D=https%3A%2F%2Fjfrog.com%2Fartifactory%2F%3Futm_source%3Dg2%26utm_medium%3Dcpc_social%26utm_campaign%3Dbrand_awareness_banner_ad%26utm_content%3Du-bin&secure%5Burl_type%5D=custom_url) ### [Pelion IoT Connectivity](https://www.g2.com/products/pelion-iot-connectivity/reviews) Pelion: Global IoT Connectivity Made Effortless What is Pelion? Pelion helps customers rapidly deploy, connect, secure and manage IoT Connectivity for operations of any scale or use case. With Pelion’s market leading eSIM eUICC technology you can experience flexible and seamless multi carrier access with one SIM spanning 600+ networks in over 150 countries. Pelion offers you the best network access and the best data rates, across the most reliable mobile networks globally. Providing greater visibility and control of every single eSIM connection across your estate with our scalable and simple-to-use management platform. By combining the best in connectivity, software and services Pelion empowers ambitious businesses in energy, e-mobility, manufacturing, transportation, retail and healthcare to deploy faster, reduce costs, mitigate risk and simplify operations. **Average Rating:** 4.3/5.0 **Total Reviews:** 147 #### Who Is the Company Behind Pelion IoT Connectivity? - **Seller:** [Pelion](https://www.g2.com/sellers/pelion) - **Company Website:** https://pelion.com/ - **Year Founded:** 2002 - **HQ Location:** Glasgow, Scotland, United Kingdom - **Twitter:** @PelionIoT (183 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/pelioniot/ (131 employees on LinkedIn®) #### Who Uses This Product? - **Top Industries:** Information Technology and Services, Transportation/Trucking/Railroad - **Company Size:** 44% Small, 27% Medium #### What Do G2 Reviewers Say About Pelion IoT Connectivity? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **ease of use** of Pelion IoT Connectivity, appreciating quick diagnostics and seamless daily access. - Users commend the **exceptional customer support** from Pelion, highlighting their quick and helpful service when needed. - Users value the **seamless network connectivity** of Pelion IoT Connectivity, appreciating its ease of use and setup. - Users appreciate the **ease and speed of navigation** in Pelion IoT Connectivity, enhancing their user experience significantly. - Users appreciate the **easy setup** of Pelion IoT Connectivity, enjoying its quick and intuitive initial configuration process. ##### Cons - Users face **SIM issues** causing connectivity disruptions, high termination fees, and slow resolution of billing mistakes. - Users experience **poor support** with slow responses and a confusing portal, complicating their use of Pelion IoT Connectivity. - Users experience **technical issues** like occasional downtime and inconsistent network selection, impacting overall connectivity reliability. - Users note that the **SIM management issues** hinder functionality and occasionally cause downtime in Pelion IoT Connectivity. - Users experience **technical difficulties** with frequent outages and API limitations that may disrupt connectivity and efficiency. #### What Are Recent G2 Reviews of Pelion IoT Connectivity? **["Effortless Global Connectivity"](https://www.g2.com/survey_responses/pelion-iot-connectivity-review-13063891)** **Rating:** 4.5/5.0 stars _— Verified User_ [Read full review](https://www.g2.com/survey_responses/pelion-iot-connectivity-review-13063891) **["Seamless Integration and Reliable Support with Pelion"](https://www.g2.com/survey_responses/pelion-iot-connectivity-review-12079093)** **Rating:** 4.0/5.0 stars _— Ewan M._ [Read full review](https://www.g2.com/survey_responses/pelion-iot-connectivity-review-12079093) ### [Insights Hub](https://www.g2.com/products/siemens-digital-industries-software-insights-hub/reviews) Insights Hub is a solution for Data-Driven Manufacturing. It is designed to help users harness the power of data generated from assets and operations within smart manufacturing environments and implement a continuous improvement process. It leverages AI to transform raw data into actionable insights, enabling organizations to continuously enhance their manufacturing processes and make informed decisions that drive operational excellence. Targeted primarily at manufacturers and industrial operators, Insights Hub serves a diverse audience that includes equipment manufacturers, facility managers, and production teams. The solution addresses a variety of use cases, such as asset monitoring, performance optimization, quality improvement, and maintenance streamlining. By utilizing Insights Hub, organizations can gain a comprehensive understanding of their operations, identify inefficiencies, and implement strategies that lead to enhanced productivity and reduced costs. This makes it an essential tool for businesses looking to stay competitive in an increasingly data-driven industry. Insights Hub encompasses several key features that cater to specific operational needs. For instance, Insights Hub Monitor allows users to track asset performance in real-time, providing critical data that can inform maintenance schedules and operational adjustments. This feature is particularly beneficial for organizations aiming to minimize downtime and maximize the availability of their equipment. Insights Hub OEE focuses on overall equipment effectiveness, helping organizations analyze performance metrics to improve efficiency and reduce downtime. Additionally, Insights Hub Quality Prediction enhances quality inspection processes by utilizing predictive analytics to identify potential defects before they occur, thereby minimizing rework and waste. Insights Hub Asset Health and Maintenance is tailored for equipment manufacturers and operators, offering tools to streamline maintenance services and extend asset lifecycles. Insights Hub is also providing dedicated solutions to improve sustainability, leveraging Machine Learning to reduce energy and resource consumption. It also enhances traceability and facilitates containment of issues, avoiding negative impact on customers. By integrating these features, Insights Hub delivers significant value to its users. Insights Hub not only improves operational decision-making through data-driven insights but also fosters a culture of continuous improvement within manufacturing environments. The expanded portfolio, which includes software, IoT-connected hardware, and related services, allows customers and partners within the Siemens Xcelerator ecosystem to develop industry-specific applications tailored to their unique operational challenges. This adaptability ensures that Insights Hub remains relevant and effective in a rapidly evolving industrial landscape, positioning organizations to thrive in the era of smart manufacturing. **Average Rating:** 4.5/5.0 **Total Reviews:** 63 #### Who Is the Company Behind Insights Hub? - **Seller:** [Siemens Digital Industries Software](https://www.g2.com/sellers/siemens-digital-industries-software) - **Company Website:** https://www.sw.siemens.com/ - **Year Founded:** 1980 - **HQ Location:** Plano, Texas - **Twitter:** @siemenssoftware (36,972 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/28423178/ (20,941 employees on LinkedIn®) #### Who Uses This Product? - **Top Industries:** Industrial Automation, Food & Beverages - **Company Size:** 36% Large, 33% Small #### What Do G2 Reviewers Say About Insights Hub? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **ease of use** of Insights Hub, benefiting from intuitive dashboards and efficient data management. - Users value the **centralized data integration** of Insights Hub, enhancing performance monitoring and streamlining decision-making processes. - Users find Insights Hub extremely **user-friendly** , appreciating its intuitive design and ability to manage data effortlessly. - Users find **easy integrations** with Insights Hub beneficial, enhancing their experience with seamless data access across tools. - Users value the **custom dashboards** of Insights Hub, enjoying intuitive reporting and seamless data visualization for better insights. ##### Cons - Users find the **learning curve steep** , with a complex interface and tricky navigation, especially for non-experts. - Users desire more **customization options** for report designs to enhance the versatility of Insights Hub. - Users find **navigation issues** in Insights Hub challenging, especially for those unfamiliar with the interface and modules. - Users find the **poor usability** of Insights Hub challenging, citing complexity and difficult navigation as major issues. - Users find **difficult navigation** in Insights Hub, especially non-experts who struggle with the complex purchase experience. #### What Are Recent G2 Reviews of Insights Hub? **["Effortless Insights and Seamless Collaboration with Insight Hub"](https://www.g2.com/survey_responses/insights-hub-review-12029050)** **Rating:** 5.0/5.0 stars _— tanmay D._ [Read full review](https://www.g2.com/survey_responses/insights-hub-review-12029050) **["Efficient Tool for Monitoring and Reporting"](https://www.g2.com/survey_responses/insights-hub-review-11921221)** **Rating:** 4.5/5.0 stars _— Rajendra M._ [Read full review](https://www.g2.com/survey_responses/insights-hub-review-11921221) ### [HiveMQ](https://www.g2.com/products/hivemq/reviews) HiveMQ is the Industrial Data Platform helping enterprises move from connected devices to intelligent operations. Built on the MQTT standard and a distributed edge-to-cloud architecture, HiveMQ connects and governs industrial data in real time, enabling organizations to act with intelligence. With proven reliability, scalability, and interoperability, HiveMQ provides the foundation industrial companies need to operationalize AI, powering the next generation of intelligent industry. Global leaders including Audi, BMW, Eli Lilly, Liberty Global, Mercedes-Benz, and Siemens trust HiveMQ to run their most mission-critical operations. **Average Rating:** 4.5/5.0 **Total Reviews:** 93 #### Who Is the Company Behind HiveMQ? - **Seller:** [HiveMQ](https://www.g2.com/sellers/hivemq) - **Company Website:** https://www.hivemq.com/ - **Year Founded:** 2012 - **HQ Location:** Landshut, Bayern - **Twitter:** @HiveMQ (2,863 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/2949784 (158 employees on LinkedIn®) #### Who Uses This Product? - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 44% Medium, 39% Small #### What Do G2 Reviewers Say About HiveMQ? _AI-generated summary from verified user reviews_ ##### Pros - Users commend HiveMQ for its **exceptional reliability** , effectively supporting large-scale MQTT messaging with minimal downtime. - Users appreciate the **ease of management and stability** of HiveMQ, benefiting from real-time monitoring and scalability. - Users value HiveMQ for its **effective monitoring tools** , enabling real-time tracking of device connections and system health. - Users commend HiveMQ for its **efficiency improvement** , effectively managing large-scale deployments with minimal latency and robust support. - Users praise the **responsive customer support** of HiveMQ, ensuring quick assistance for any inquiries or issues. ##### Cons - Users note the **expensive pricing** of HiveMQ, making it less competitive for smaller enterprise customers. - Users find the **difficult learning** curve for advanced features challenging, often needing external tools for effective usage. - Users face **usability issues** with HiveMQ, particularly around the learning curve and configuration complexities. - Users struggle with **technical issues** , facing challenges in onboarding, performance, and documentation clarity with HiveMQ. - Users note that while HiveMQ has improved, **the UX still lacks intuitiveness** for managing devices and testing connections. #### What Are Recent G2 Reviews of HiveMQ? **["Scales Effortlessly Under Heavy Load with Seamless Clustering"](https://www.g2.com/survey_responses/hivemq-review-13170010)** **Rating:** 4.5/5.0 stars _— Janette C._ [Read full review](https://www.g2.com/survey_responses/hivemq-review-13170010) **["HiveMQ Delivered Scalable, Cost-Effective Messaging with Smooth Kafka Integration"](https://www.g2.com/survey_responses/hivemq-review-13172541)** **Rating:** 5.0/5.0 stars _— Preston K._ [Read full review](https://www.g2.com/survey_responses/hivemq-review-13172541) ### [TRACTIAN](https://www.g2.com/products/tractian-tractian/reviews) Tractian is the AI-powered platform for Predictive Maintenance and Production Performance chosen by 1,500 of the world’s most demanding manufacturers. We provide an end-to-end "Plug & Play" ecosystem that combines IoT sensors, software, and patented AI to protect operations and cut unplanned downtime. Trusted by global leaders like Bosch, KraftHeinz, Stellantis, Whirlpool, and Cummins, Tractian enables maintenance, reliability, and production teams to: ✔️Catch failures weeks in advance with real-time machine health monitoring ✔️Have full visibility of the plant through high-fidelity data sampled by industrial-grade sensors ✔️Meet demand and hit production goals with performance tracking ✔️Unify the shop floor with tools for maintenance and production teams Backed by its own security management system certified with ISO 27001 and SOC 2 Type II, Tractian can deliver up to 7x ROI in the first year and reduce unplanned downtime by 43%. **Average Rating:** 4.7/5.0 **Total Reviews:** 53 #### Who Is the Company Behind TRACTIAN? - **Seller:** [Tractian](https://www.g2.com/sellers/tractian) - **Company Website:** https://tractian.com/ - **Year Founded:** 2019 - **HQ Location:** Atlanta, GA - **Twitter:** @tractian (523 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/get-tractian (444 employees on LinkedIn®) #### Who Uses This Product? - **Top Industries:** Manufacturing, Food & Beverages - **Company Size:** 42% Medium, 21% Small #### What Do G2 Reviewers Say About TRACTIAN? _AI-generated summary from verified user reviews_ ##### Pros - Users find TRACTIAN's interface **easy to use** , with clear graphics and responsive support enhancing overall experience. - Users value the **timely and precise customer support** from TRACTIAN, enhancing their overall experience significantly. - Users appreciate the **real-time monitoring** capabilities of TRACTIAN, enhancing equipment management and reducing downtime effectively. - Users appreciate the **efficiency** of TRACTIAN, resulting in enhanced productivity and streamlined machine health tracking. - Users appreciate the **real-time monitoring** of TRACTIAN, helping prevent issues and ensuring efficient machine maintenance. ##### Cons - Users find the **complex usability** of TRACTIAN challenging, especially during setup and when integrating with existing systems. - Users find the **difficult learning curve** hinders full utilization of TRACTIAN without sufficient training and assistance. - Users find TRACTIAN to be **expensive** , requiring a budget increase and additional training for effective use. - Users note a **steep learning curve** with TRACTIAN, requiring training and assistance for effective use. - Users find the **usability issues** with TRACTIAN's interface complicate their experience, particularly on mobile devices. #### What Are Recent G2 Reviews of TRACTIAN? **["Streamlines Asset Monitoring with Ease"](https://www.g2.com/survey_responses/tractian-review-12695371)** **Rating:** 5.0/5.0 stars _— Jane G._ [Read full review](https://www.g2.com/survey_responses/tractian-review-12695371) **["Versatile OEE and CMMS, but Setup Needs Improvement"](https://www.g2.com/survey_responses/tractian-review-12679275)** **Rating:** 4.5/5.0 stars _— Thomas T._ [Read full review](https://www.g2.com/survey_responses/tractian-review-12679275) ### [AWS IoT SiteWise](https://www.g2.com/products/aws-iot-sitewise/reviews) AWS IoT SiteWise is a managed service that makes it easy to collect and organize data from industrial equipment at scale. You can easily monitor equipment across your industrial facilities to identify waste, such as breakdown of equipment and processes, production inefficiencies, and defects in products. **Average Rating:** 4.5/5.0 **Total Reviews:** 18 #### Who Is the Company Behind AWS IoT SiteWise? - **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd) - **Year Founded:** 2006 - **HQ Location:** Seattle, WA - **Twitter:** @awscloud (2,232,483 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/amazon-web-services/ (147,094 employees on LinkedIn®) - **Ownership:** NASDAQ: AMZN #### Who Uses This Product? - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 43% Small, 33% Large #### What Are Recent G2 Reviews of AWS IoT SiteWise? **["AWS IOT SiteWise Managed Service Review"](https://www.g2.com/survey_responses/aws-iot-sitewise-review-6735423)** **Rating:** 4.0/5.0 stars _— claudia c._ [Read full review](https://www.g2.com/survey_responses/aws-iot-sitewise-review-6735423) **["AWS IoT SiteWise - Pros and Cons At A Glance"](https://www.g2.com/survey_responses/aws-iot-sitewise-review-6740765)** **Rating:** 5.0/5.0 stars _— Mushahid A._ [Read full review](https://www.g2.com/survey_responses/aws-iot-sitewise-review-6740765) ### [Geotab](https://www.g2.com/products/geotab/reviews) Geotab is a global leader in connected vehicle and asset management solutions, with headquarters in Oakville, Ontario and Atlanta, Georgia. Our mission is to make the world safer, more efficient, and sustainable. We leverage advanced data analytics and AI to transform fleet performance and operations, reducing cost and driving efficiency. Backed by top data scientists and engineers, we serve approximately 100,000 global customers, processing 100 billion data points daily from more than 5 million vehicle subscriptions. Geotab is trusted by Fortune 500 organizations, mid-sized fleets, and the largest public sector fleets in the world, including the US Federal government. Committed to data security and privacy, we hold FIPS 140-3 and FedRAMP authorizations. Our open platform, ecosystem of outstanding partners, and Geotab Marketplace deliver hundreds of fleet-ready third-party solutions. This year, we're celebrating 25 years of innovation. **Average Rating:** 4.5/5.0 **Total Reviews:** 196 #### Who Is the Company Behind Geotab? - **Seller:** [Geotab](https://www.g2.com/sellers/geotab-71b29eaf-301f-4ebe-b231-d2cffe8db603) - **Company Website:** https://www.geotab.com/ - **Year Founded:** 2000 - **HQ Location:** Oakville, CA - **Twitter:** @GEOTAB (6,111 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/geotab/ (3,162 employees on LinkedIn®) #### Who Uses This Product? - **Top Industries:** Transportation/Trucking/Railroad, Automotive - **Company Size:** 39% Small, 35% Medium #### What Do G2 Reviewers Say About Geotab? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **ease of use** of Geotab, highlighting its intuitive design and smooth integration across the ecosystem. - Users commend Geotab's **intuitive usability and seamless integration** , enhancing fleet management and overall user experience. - Users value the **excellent customer support** from Geotab, enhancing their experience with helpful and knowledgeable assistance. - Users value the **exceptional client support** from Geotab, appreciating the comprehensive assistance and resources provided. - Users value the **easy-to-use interface** of Geotab, enhancing navigation and data-driven decision-making for logistics. ##### Cons - Users note that **UX improvement** is needed due to frequent app crashes and navigation difficulties. - Users express frustration with **poor usability** , particularly regarding the unintuitive map feature and lack of updates on changes. - Users report **slow performance** of the Geotab phone app, leading to crashes during critical situations and delays in assistance. - Users experience **technical issues** with Geotab, including downtime and data connection problems that disrupt their usage. - Users find the **complexity of reports** in Geotab overwhelming, making it challenging to extract specific data easily. #### What Are Recent G2 Reviews of Geotab? **["Geotab Review: Capabilities, Trade-offs, and Business Impact"](https://www.g2.com/survey_responses/geotab-review-13103315)** **Rating:** 4.5/5.0 stars _— Rayanne A._ [Read full review](https://www.g2.com/survey_responses/geotab-review-13103315) **["Simple, Fast & Friendly UI, good performance, with Handy Google Integration and Easy XLS Reports"](https://www.g2.com/survey_responses/geotab-review-12974784)** **Rating:** 5.0/5.0 stars _— Abdul S._ [Read full review](https://www.g2.com/survey_responses/geotab-review-12974784) ### [Tulip](https://www.g2.com/products/tulip-interfaces-tulip/reviews) Tulip, the leader in frontline operations, is helping companies of all sizes and across industries, including complex manufacturing, pharmaceuticals, and medical devices equip their workforce with connected apps– leading to higher quality work, improved efficiency, and end-to-end traceability across operations. A spinoff out of MIT, the company is headquartered in Somerville, MA, with offices in Germany, and Hungary. The platform’s main features are: - Intuitive drag-and-drop app editor lets you create user-friendly apps — no coding required - Boost operator productivity with human-centric apps that incorporate computer vision, connected devices, and connections to 3rd-party systems - Native edge connectivity lets you connect your machines, sensors, cameras, and smart tools to the apps you build - Gain visibility with real-time analytics and dashboards - Integrate with the systems, databases, and software you already use - Manage permissions, ensure data policy compliance, and maintain data integrity - The Tulip Library with easy to download 100+ templates and examples and configure them to your needs **Average Rating:** 4.5/5.0 **Total Reviews:** 36 #### Who Is the Company Behind Tulip? - **Seller:** [Tulip Interfaces](https://www.g2.com/sellers/tulip-interfaces) - **Year Founded:** 2012 - **HQ Location:** Somerville, Massachusetts, United States - **Twitter:** @tulipinterfaces (1,103 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/tulip-interfaces/ (381 employees on LinkedIn®) #### Who Uses This Product? - **Top Industries:** Manufacturing - **Company Size:** 44% Medium, 39% Large #### What Do G2 Reviewers Say About Tulip? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **time-saving capabilities** of Tulip, enabling swift problem-solving and efficient app deployment. - Users appreciate the **easy learning curve** of Tulip, enabling quick app development and deployment for immediate solutions. - Users value the **easy API integration** in Tulip, enhancing their workflow and connectivity with other tools. - Users value the **excellent customer support** offered by Tulip, enhancing their overall experience with the product. - Users value the **ease of customizability** in Tulip, benefiting from seamless integrations and excellent customer support. ##### Cons - Users find Tulip has **limited features** , particularly in analytics and batch record tools, impacting functionality. - Users find Tulip has **limited functionality** , with basic analytics and restricted table relationship capabilities affecting usability. - Users find the **complexity** of Tulip's expression handling and tables to be cumbersome and challenging with larger datasets. - Users find the **complex procedures** in Tulip cumbersome, particularly in expression handling and managing large datasets. - Users find the **complex setup** of Tulip challenging, particularly with expression handling and managing large datasets. #### What Are Recent G2 Reviews of Tulip? **["A powerful platform for simplifying Industry 4.0 solutions"](https://www.g2.com/survey_responses/tulip-review-12104104)** **Rating:** 5.0/5.0 stars _— Michael G._ [Read full review](https://www.g2.com/survey_responses/tulip-review-12104104) **["Tulip Makes Life Easier"](https://www.g2.com/survey_responses/tulip-review-9174035)** **Rating:** 5.0/5.0 stars _— Zach K._ [Read full review](https://www.g2.com/survey_responses/tulip-review-9174035) ### [DATOMS](https://www.g2.com/products/datoms/reviews) DATOMS is a Connected Asset Management Software designed for OEMs, rental companies, and enterprises. It enables the monitoring and management of industrial assets through internet-connected devices and sensors. This software facilitates the tracking of the usage of assets, monitors performance and condition, predicts maintenance needs, and automates work orders. By employing connected asset management, companies can enhance the efficiency and lifespan of their assets, minimize downtime and maintenance expenses, and improve overall operations. **Average Rating:** 4.7/5.0 **Total Reviews:** 69 #### Who Is the Company Behind DATOMS? - **Seller:** [Phoenix Robotix Pvt. Ltd.](https://www.g2.com/sellers/phoenix-robotix-pvt-ltd) - **Company Website:** https://datoms.io/ - **Year Founded:** 2015 - **HQ Location:** Bengaluru, Karnataka - **Twitter:** @datoms\_iot (145 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/datoms (81 employees on LinkedIn®) #### Who Uses This Product? - **Top Industries:** Manufacturing, Mechanical or Industrial Engineering - **Company Size:** 44% Medium, 42% Small #### What Do G2 Reviewers Say About DATOMS? _AI-generated summary from verified user reviews_ ##### Pros - Users commend the **responsive and dedicated customer support** of DATOMS, ensuring quick problem resolution and ease of use. - Users highlight the **ease of use** of DATOMS, appreciating its user-friendly design and responsive support. - Users appreciate the **user-friendly design** of DATOMS, making onboarding and installation smooth and efficient. - Users highlight the **efficient solutions** provided by DATOMS, improving asset management and operational performance effectively. - Users value the **remote management capabilities** of DATOMS, enabling effective sensor device monitoring and configuration. ##### Cons - Users notice **data inaccuracy** in DATOMS, particularly with metrics like fuel consumption, requiring careful verification. - Users report **slow performance** with DATOMS, highlighting delays in delivery, lag, and slow page loading times. - Users suggest that DATOMS lacks **essential features** , such as bulk alerts and streamlined viewing options for stacks. - Users are frustrated with the **slow speed** of DATOMS, experiencing delays in delivery and lag in data reception. - Users find the **fuel level accuracy and mobile app experience lacking** , impacting their overall satisfaction with DATOMS. #### What Are Recent G2 Reviews of DATOMS? **["Intuitive Low-Code Platform with Outstanding Support and Real-Time Insights"](https://www.g2.com/survey_responses/datoms-review-12201483)** **Rating:** 5.0/5.0 stars _— Raghavendra P._ [Read full review](https://www.g2.com/survey_responses/datoms-review-12201483) **["All in One Go-to remote monitoring system"](https://www.g2.com/survey_responses/datoms-review-11211201)** **Rating:** 5.0/5.0 stars _— Suryanarayan M._ [Read full review](https://www.g2.com/survey_responses/datoms-review-11211201) ### [Telnyx IoT](https://www.g2.com/products/telnyx-iot/reviews) Telnyx IoT provides secure, global connectivity solutions for IoT devices, simplifying the challenge of bringing smart devices online from anywhere. Leveraging the power of a secure virtual private mobile and IP network in the cloud, Telnyx IoT offers flexible data coverage across 180+ countries through a single SIM, catering to a diverse range of IoT applications. Telnyx IoT SIM cards are eUICC enabled and available in various forms including triple-size plastic SIM cards, eSIM chips (embedded MFF2), and over-the-air eSIMs. A single Telnyx SIM connects devices to over 650 networks (4G LTE, 3G, 2G, and LTE-M) worldwide, including all major carriers in the United States. Intelligent network switching allows automatic and seamless failover to the best carrier, ensuring maximum uptime for connected devices.The service offers pay-as-you-go pricing, starting at $0.0125 per MB, and includes options for private LTE networks and public static IP addresses. For managing IoT deployments, Telnyx provides a portal and APIs for easy control and monitoring of SIM fleets, including activation and deactivation, setting data limits, network priorities, and more. For more information, visit https://telnyx.com/products/iot-sim-card . **Average Rating:** 4.6/5.0 **Total Reviews:** 69 #### Who Is the Company Behind Telnyx IoT? - **Seller:** [Telnyx](https://www.g2.com/sellers/telnyx) - **Year Founded:** 2009 - **HQ Location:** Austin, Texas, United States - **Twitter:** @telnyx (4,414 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/3349412/ (387 employees on LinkedIn®) #### Who Uses This Product? - **Top Industries:** Information Technology and Services, Telecommunications - **Company Size:** 84% Small, 14% Medium #### What Do G2 Reviewers Say About Telnyx IoT? _AI-generated summary from verified user reviews_ ##### Pros - Users commend the **exceptional customer support** from Telnyx IoT, enhancing their overall experience and satisfaction. - Users find Telnyx IoT to be **easy to use** , enhancing their setup experience and overall satisfaction. - Users commend the **affordable pricing** of Telnyx IoT, appreciating the value it provides for quality service. - Users find the **easy setup** of Telnyx IoT incredibly convenient for managing devices seamlessly across locations. - Users value the **global coverage and ease of IoT deployments** with Telnyx, enhancing remote management and connectivity. ##### Cons - Users often face **SIM issues** , including delayed shipments and incomplete orders that hinder their service experience. - Users report significant **SIM management issues** , including delayed delivery and missing SIM cards impacting service initiation. - Users find the **data pricing too high** and desire more affordable regional zone options for better value. - Users feel the **data pricing is a little high** , preferring more flexible, lower-cost options based on location. - Users find the **learning curve steep** due to a lack of easy guides for non-coders. #### What Are Recent G2 Reviews of Telnyx IoT? **["Great Value, Excellent Support, and User-Friendly API"](https://www.g2.com/survey_responses/telnyx-iot-review-11807721)** **Rating:** 5.0/5.0 stars _— Verified User in Computer Software_ [Read full review](https://www.g2.com/survey_responses/telnyx-iot-review-11807721) **["Very Great Experience Getting Started!"](https://www.g2.com/survey_responses/telnyx-iot-review-10825154)** **Rating:** 5.0/5.0 stars _— Tylan M._ [Read full review](https://www.g2.com/survey_responses/telnyx-iot-review-10825154) ### [KEPServerEX](https://www.g2.com/products/kepserverex/reviews) KEPServerEX is an industrial connectivity platform providing a single source of industrial automation data between devices and applications. Users can connect, manage, monitor, and control diverse automation devices and applications through a single user interface. KEPServerEX leverages OPC and IT-centric communication protocols (e.g., MQTT, REST, web services, etc.) to provide users with a single source for industrial data. KEPServerEX is Windows OS compatible. **Average Rating:** 4.4/5.0 **Total Reviews:** 18 #### Who Is the Company Behind KEPServerEX? - **Seller:** [PTC](https://www.g2.com/sellers/ptc) - **Year Founded:** 1985 - **HQ Location:** Boston, Massachusetts - **Twitter:** @PTC (37,560 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1935/ (8,145 employees on LinkedIn®) - **Ownership:** NASDAQ: PTC #### Who Uses This Product? - **Top Industries:** Electrical/Electronic Manufacturing - **Company Size:** 43% Small, 38% Medium #### What Are Recent G2 Reviews of KEPServerEX? **["good tool for IoT gateway integration"](https://www.g2.com/survey_responses/kepserverex-review-8998133)** **Rating:** 4.0/5.0 stars _— Verified User in Machinery_ [Read full review](https://www.g2.com/survey_responses/kepserverex-review-8998133) **["A friendly OPC software"](https://www.g2.com/survey_responses/kepserverex-review-6742700)** **Rating:** 4.0/5.0 stars _— Sardar Balwant S._ [Read full review](https://www.g2.com/survey_responses/kepserverex-review-6742700) ### [Hologram](https://www.g2.com/products/hologram/reviews) Own your IoT deployment with Hologram's cellular SIM cards and easy-to-use monitoring dashboard. Our seamless, global coverage, multi-carrier network and support specialists are here to help you connect and manage your IoT devices. Our flexible pricing plans are designed to get you off the ground. Focus on scaling your fleet and managing your devices without any additional carrier negotiations, integrations, or hardware swaps. Test drive Hologram with a pilot IoT SIM and get connected in under a week. **Average Rating:** 4.5/5.0 **Total Reviews:** 62 #### Who Is the Company Behind Hologram? - **Seller:** [Hologram](https://www.g2.com/sellers/hologram) - **Company Website:** https://hologram.io - **Year Founded:** 2013 - **HQ Location:** Chicago, US - **Twitter:** @Hologram\_io (26 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/3293837/ (69 employees on LinkedIn®) #### Who Uses This Product? - **Who Uses This:** CEO - **Top Industries:** Farming, Transportation/Trucking/Railroad - **Company Size:** 70% Small, 29% Medium #### What Do G2 Reviewers Say About Hologram? _AI-generated summary from verified user reviews_ ##### Pros - Users value the **seamless API integration** capabilities of Hologram, enhancing customer solutions effortlessly and efficiently. - Users value the **custom dashboards** of Hologram, finding them essential for building tailored solutions effortlessly. - Users appreciate the **exceptional customer support** of Hologram, which includes helpful tips and assistance in multiple languages. - Users value the **exceptional documentation quality** of Hologram, enabling effortless custom solutions and technical support. - Users commend the **reliable connectivity and exceptional support** of Hologram, enhancing their overall experience significantly. ##### Cons - Users note the **limited customization** options, wishing for a built-in reseller platform to enhance scalability. - Users note the **limited features** , particularly the absence of a built-in reseller platform for scaling IoT services. #### What Are Recent G2 Reviews of Hologram? **["Switched to Hologram and Never Looked Back – Flawless Performance + Spanish Support"](https://www.g2.com/survey_responses/hologram-review-11527420)** **Rating:** 4.5/5.0 stars _— Daniel P._ [Read full review](https://www.g2.com/survey_responses/hologram-review-11527420) **["Honest and safe connectivity partner"](https://www.g2.com/survey_responses/hologram-review-11668811)** **Rating:** 5.0/5.0 stars _— Endre U._ [Read full review](https://www.g2.com/survey_responses/hologram-review-11668811) ### [UMH](https://www.g2.com/products/umh/reviews) United Manufacturing Hub is an open-source Industrial IoT (IIoT) data infrastructure platform designed to simplify and accelerate digital transformation in manufacturing. It unifies data across machines, processes, and enterprise systems, providing real-time visibility and advanced analytics that empower your teams to make data-driven decisions on the shop floor and across the organization. **Average Rating:** 5.0/5.0 **Total Reviews:** 10 #### Who Is the Company Behind UMH? - **Seller:** [UMH Systems](https://www.g2.com/sellers/umh-systems) - **Year Founded:** 2021 - **HQ Location:** Cologne, DE - **LinkedIn® Page:** https://www.linkedin.com/company/united-manufacturing-hub (37 employees on LinkedIn®) #### Who Uses This Product? - **Top Industries:** Manufacturing - **Company Size:** 36% Small, 36% Large #### What Do G2 Reviewers Say About UMH? _AI-generated summary from verified user reviews_ ##### Pros - Users appreciate the **ease of use** of UMH, finding it simple to navigate and get started quickly. - Users value the **fast implementation** and supportive community of UMH, enabling quick results with minimal effort. - Users value the **excellent customer support** from UMH, which adapts quickly to their needs and requirements. - Users value the **easy implementation** of UMH, enabling quick starts and smooth integration for various use cases. - Users benefit from the **efficient implementation** of UMH, enabling quick results and seamless IT-OT integration. ##### Cons - Users note the **limited flexibility** of UMH, as current resources do not align with the product's ambitious vision. - Users note **technical issues** due to the need for background knowledge, which may hinder widespread adoption. - Users find that **usability issues** persist with UMH, as technical knowledge is often necessary for effective integration. - Users find that UMH has **complex implementation** requirements, needing technical knowledge for effective utilization and scaling. - Users feel that **complexity issues** with UMH require technical knowledge, which can hinder broader adoption and ease of use. #### What Are Recent G2 Reviews of UMH? **["Easy to use, fully open source IoT-platform with little to none limitations"](https://www.g2.com/survey_responses/umh-review-10879811)** **Rating:** 5.0/5.0 stars _— Daniel H._ [Read full review](https://www.g2.com/survey_responses/umh-review-10879811) **["The Manufacturing Hub That Will Save The Industry"](https://www.g2.com/survey_responses/umh-review-10882471)** **Rating:** 5.0/5.0 stars _— Brian P._ [Read full review](https://www.g2.com/survey_responses/umh-review-10882471) ### [Exosite ExoSense IoT](https://www.g2.com/products/exosite-exosense-iot/reviews) ExoSense® is a remote condition monitoring application that can be deployed in minutes to provide operational insight into industrial assets, systems, and equipment. It enables any organization to aggregate and visualize sensor data to alert users of critical operating conditions, predict maintenance, optimize processes, and deliver new functionality and services to customers. Find out more at www.exosite.com. The ExoSense application provides: - Real-time data visualization. Remotely view dashboards on any device to quickly understand machine health and reduce the need for onsite visits. - Condition monitoring. Set rule-based notifications and trigger email/SMS alerts based on real-time data to reduce downtime and increase productivity. - Analytics. Leverage operational analytics and data transformations to predict maintenance, improve processes, and enable machine learning. - Code-less customization. Leverage a simple, code-free user interface to add and configure devices, customize branding, set alerts, and more. **Average Rating:** 4.9/5.0 **Total Reviews:** 14 #### Who Is the Company Behind Exosite ExoSense IoT? - **Seller:** [Exosite](https://www.g2.com/sellers/exosite) - **Year Founded:** 2009 - **HQ Location:** Minneapolis, US - **Twitter:** @exosite (1,018 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/exosite/ (31 employees on LinkedIn®) #### Who Uses This Product? - **Company Size:** 33% Small, 27% Medium #### What Are Recent G2 Reviews of Exosite ExoSense IoT? **["User Friendly cloud dashboard"](https://www.g2.com/survey_responses/exosite-exosense-iot-review-5349800)** **Rating:** 5.0/5.0 stars _— Jerry W._ [Read full review](https://www.g2.com/survey_responses/exosite-exosense-iot-review-5349800) **["Excellent Industrial IoT platform that requires no coding"](https://www.g2.com/survey_responses/exosite-exosense-iot-review-7492505)** **Rating:** 5.0/5.0 stars _— Kevin F._ [Read full review](https://www.g2.com/survey_responses/exosite-exosense-iot-review-7492505) ### [proGrow](https://www.g2.com/products/progrow/reviews) proGrow is an intelligent web platform dedicated to industrial frontline operations, with state-of-the-art IoT connectivity and data analysis. In a nutshell, proGrow converts any equipment or workstation online. With customizable KPIs within real-time dashboards, historical analysis and automatic reports, our customers make fast, data-driven decisions. The platform also allows operations to improve through customized workflows, such as maintenance or quality tickets and continuous improvement tools. With plug-and-play installation and customizable control panels, proGrow returns are generated immediately. **Average Rating:** 4.7/5.0 **Total Reviews:** 13 #### Who Is the Company Behind proGrow? - **Seller:** [proGrow](https://www.g2.com/sellers/progrow) - **Year Founded:** 2014 - **HQ Location:** Matosinhos, Porto - **LinkedIn® Page:** https://www.linkedin.com/company/progrow-s.a. (36 employees on LinkedIn®) #### Who Uses This Product? - **Company Size:** 38% Small, 38% Medium #### What Are Recent G2 Reviews of proGrow? **["Great solution for Continuous Improvement"](https://www.g2.com/survey_responses/progrow-review-9209288)** **Rating:** 5.0/5.0 stars _— Jorge M._ [Read full review](https://www.g2.com/survey_responses/progrow-review-9209288) **["Progrow in Textil Sector - Manufacturing Tracking"](https://www.g2.com/survey_responses/progrow-review-9306414)** **Rating:** 5.0/5.0 stars _— Filipe P._ [Read full review](https://www.g2.com/survey_responses/progrow-review-9306414) ### [RTLS Studio](https://www.g2.com/products/rtls-studio/reviews) Sewio is a real-time location system (RTLS) for indoor tracking based on ultra-wideband (UWB) technology that drives business results for companies in the intralogistics, retail, sport, entertainment and livestock industries. It provides customers and partners a precise, reliable, fully scalable and customer-centric IoT solution for indoor tracking that allows process visibility, boosts production efficiency, simplifies the inventory process and increases safety. **Average Rating:** 4.7/5.0 **Total Reviews:** 9 #### Who Is the Company Behind RTLS Studio? - **Seller:** [Sewio Networks](https://www.g2.com/sellers/sewio-networks) - **Year Founded:** 2014 - **HQ Location:** Brno, CZ - **Twitter:** @SEWIOnet (1,255 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/10325680/ (45 employees on LinkedIn®) #### Who Uses This Product? - **Company Size:** 50% Small, 33% Medium #### What Are Recent G2 Reviews of RTLS Studio? **["A professional productivity import is exercised with sewio rtls."](https://www.g2.com/survey_responses/rtls-studio-review-4511937)** **Rating:** 4.0/5.0 stars _— Verified User in Logistics and Supply Chain_ [Read full review](https://www.g2.com/survey_responses/rtls-studio-review-4511937) **["Sewio RTLS: Very Practical Solution for sensitive indoor location services"](https://www.g2.com/survey_responses/rtls-studio-review-4959666)** **Rating:** 5.0/5.0 stars _— Verified User in Information Technology and Services_ [Read full review](https://www.g2.com/survey_responses/rtls-studio-review-4959666) - ‹ Prev‹ Prev - 1 - [2](/categories/industrial-iot?order=g2_score&page=2#product-list) - [3](/categories/industrial-iot?order=g2_score&page=3#product-list) - [4](/categories/industrial-iot?order=g2_score&page=4#product-list) - [5](/categories/industrial-iot?order=g2_score&page=5#product-list) - … - [9](/categories/industrial-iot?order=g2_score&page=9#product-list) - [10](/categories/industrial-iot?order=g2_score&page=10#product-list) - [Next ›Next ›](/categories/industrial-iot?order=g2_score&page=2#product-list) Spotlight Categories [Survey Software](https://www.g2.com/categories/survey) [ETL Tools](https://www.g2.com/categories/etl-tools) [Product Information Management (PIM) Systems](https://www.g2.com/categories/product-information-management-pim) [HCM Software](https://www.g2.com/categories/hcm-software) [CPQ Software](https://www.g2.com/categories/cpq) Similar Categories - [Advanced Planning and Scheduling (APS)](/categories/advanced-planning-and-scheduling-aps) - [Connected Worker Platform](/categories/connected-worker-platform) - [Job Shop Management](/categories/job-shop-management) - [Manufacturing Execution System](/categories/manufacturing-execution-system) - [Manufacturing Intelligence](/categories/manufacturing-intelligence) - [Supervisory Control and Data Acquisition (SCADA)](/categories/supervisory-control-and-data-acquisition-scada) - [Warranty Management](/categories/warranty-management) [Browse Industrial IoT Themes](/categories/industrial-iot/themes) ![Nathan Calabrese](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Nathan Calabrese") NC Researched and written by [Nathan Calabrese](https://research.g2.com/insights/author/nathan-calabrese) Updated October 3, 2024 Industrial IoT software, or IIoT software, provides assistance with configuring, managing, and monitoring internet of things (IoT) devices used in manufacturing operations. Smart technology allows factory operators and workers to optimize resource usage, improve product quality, and automate certain routine tasks, while generating valuable data across the operation. Industrial IoT solutions may include unique hardware or assets that are specially designed for use in these areas. In some cases, these IoT solutions sync with other connected devices that are preconfigured for IoT or that are connected using third-party sensors. Industrial IoT software may offer features of or integrate with other IoT-related software solutions, such as [IoT platforms](https://www.g2.com/categories/iot-platforms) and [connected worker platforms](https://www.g2.com/categories/connected-worker-platform). A number of these solutions may also offer features similar to those provided by [manufacturing execution systems](https://www.g2.com/categories/manufacturing-execution-system), [manufacturing intelligence software](https://www.g2.com/categories/manufacturing-intelligence), and [warehouse management software](https://www.g2.com/categories/warehouse-management), and may integrate with these tools to share data and form a unified approach in intelligent manufacturing. To qualify for inclusion in the Industrial IoT category, a product must: - Sync with IoT-enabled industrial assets such as factory equipment, product inventory areas, and worker devices - Assist with some combination of asset tracking, device configuration, remote access/control, and data generation - Integrate with IoT networks and software solutions to enable intelligent functionality and device workflows Show More * * * ## How Do You Choose the Right Industrial IoT Software? ### What You Should Know About Industrial IoT Software ### What is Industrial IoT Software? The Internet of Things (IoT) is transforming industries around the world, and perhaps none more than the manufacturing industry. Smart sensors and well-programmed IoT applications are helping convert factory equipment into functioning IoT devices, allowing them to generate actionable data, communicate with other machines, and optimize production. Industrial IoT software empowers factory operators to harness the power of smart technology with their own IoT projects, connecting production machines, and uncovering the benefits of industrial automation. The widespread adoption of IoT systems in manufacturing is called the Fourth Industrial Revolution or Industry 4.0. Achieving IoT connectivity and its potential business outcomes requires more than a single software platform. Bringing a factory operation to the industrial internet requires a substantial investment in modern hardware. These initiatives require unique networks and data plans to bring connectivity to industrial IoT devices, and relevant programming. For companies with resources, industrial IoT software can provide digital capabilities for real-time monitoring of connected objects, managing of IoT data, and configuring the applications that make these systems perform in the desired ways. The industrial IoT market is evolving on a daily basis, becoming a top priority for how businesses invest their resources and structure into their critical factory processes. As it becomes more accessible for the average business, the advanced tools in this emerging software category will be an IoT gateway for many of these teams, helping make sense of complex IoT technology and using it to achieve specific needs. Key Benefits of Industrial IoT Software - Create real-world applications for smart technology within a manufacturing scenario - Unify distributed factory equipment and corresponding data on a centralized platform - Automate processes and trigger device-based events across the supply chain - Track real-time analytics related to machine performance, allowing predictive maintenance and proactive improvements to business-critical assets ### Why Use Industrial IoT Software? Industrial IoT, or IIoT, is helping manufacturing businesses perform at a higher level than ever before. As the IIoT market continues to evolve, it becomes more affordable and sensible for businesses to implement IoT applications and hardware on their factory floors, whether incrementally or in complete transformations of their equipment fleet. Used properly and with the necessary resources, intelligent factory systems can maximize efficiency, reduce operational costs, and improve worker safety, among various other benefits. There are a number of technologies and cloud-based platforms that can assist with monitoring and optimizing factory operations, such as [manufacturing intelligence software](https://www.g2.com/categories/manufacturing-intelligence). Internet connectivity and IoT platforms have expanded these capabilities by enabling machines to “talk" with each other and share timely, actionable insights with factory workers and supervisors. Considering recent innovations such as artificial intelligence and blockchain, as well as the growing popularity of industrial robots, IoT-enabled factory devices are helping manufacturers produce consistently and securely, minimizing equipment downtime and discrepancies in production. This allows workers to focus on the most critical tasks, while making data-driven decisions about machine maintenance, worker distribution, and overall production strategy. An IoT strategy may be an overwhelming or nerve-wrecking concept for established manufacturing operations, but thanks to advanced platforms like those in this category, factory connectivity and automation are within reach for businesses around the globe. ### Who Uses Industrial IoT Software? The IoT market is rapidly scaling thanks to implementation across industries and regions, with smart technology now commonplace in homes, retail stores, and countless other scenarios. Industrial IoT applications are designed specifically for manufacturing environments, with unique tools for connecting, programming, and tracking factory machinery and other equipment. These platforms are best suited for decision-makers and supervisory experts, along with machine and process engineers who help these teams execute their overarching strategies. Each of these applications offers a unique set of tools, and may be intended for certain aspects of IIoT management. ### Industrial IoT Software Features Though the platforms in this category can help achieve similar outcomes, they each provide different sets of features, whether for very specific components of industrial IoT or end-to-end execution of smart factory scenarios. The following are some common features of these diverse offerings. **Real-time monitoring —** Managing a factory floor can involve an outsized number of expensive, complex machines, with a never-ending demand for inspections, upgrades, and repairs. This can be especially troublesome for larger operations, with distributed assets and various products assembled at any given moment. Using live sensor data from embedded machinery, factory supervisors can keep a close eye on machine performance and health, with granular tracking of equipment parts and connected processes. Industrial IoT software may share features of or integrate with [IoT device management software](https://www.g2.com/categories/iot-device-management), providing users with valuable information about any and all assets connected to the IoT network. Using the actionable data from these monitoring tools, factory managers can make proactive decisions about machine upkeep and resource allocation, while ensuring these distributed assets are active and working as needed for the desired outcomes. **Machine workflow creation —** Automation is a resounding benefit of industrial IoT technology for businesses adopting these solutions. Using similar programming modules as [IoT platforms](https://www.g2.com/categories/iot-platforms) and [IoT development tools](https://www.g2.com/categories/iot-development-tools)—or importing the applications designed with these solutions—industrial IoT systems can help implement automated process and response flows across connected machinery. In addition to optimizing machine processes, these intelligent workflows can instruct machines to adjust their processes based on triggers, observations, or signals from other machines. For example, if a nearby machine encounters a problem, it can communicate the problem and cause a connected machine to pause production. By creating intelligent workflows with various situations and preferred responses, it can alleviate factory workers of certain time-sensitive tasks and keep things running throughout the ups and downs of production. It can also help create a symbiotic relationship between the many and varied systems on a factory floor, unifying production and improving business outcomes across the operation. **Factory data analytics —** There are boundless data points to be considered in a modern manufacturing operation, from the efficiency of certain machines to the number and types of anomalies encountered on the assembly line. Each new piece of data can help factory managers make informed decisions about how to structure work processes, allocate resources, and train employees. The platforms in this category offer features similar to or integrate with [IoT analytics software](https://www.g2.com/categories/iot-analytics), collecting data from distributed assets and revealing the most actionable insights related to production, work environments, equipment health, and more. These platforms may also offer features which integrate with [digital twin software](https://www.g2.com/categories/digital-twin), allowing users to monitor virtual replicas of machines and machine parts as well as view predictive analytics about maintenance needs or performance outcomes. Factories that take advantage of these advanced analytics can continuously improve their operations in ways that were not possible before the rise of IoT technology. ### Software and Services Related to Industrial IoT Software The following software and service markets are worth considering, and may help shape companies’ manufacturing strategy and processes in significant ways. [**Manufacturing intelligence software**](https://www.g2.com/categories/manufacturing-intelligence) **—** Manufacturing intelligence software provides factory supervisors and leadership boards with high-level insights drawn from sources across the operation. For factory operations to succeed and meet the increasing demands of customers and partners, there needs to be a continuous effort to identify issues and improvement opportunities related to cost, production quality, and worker productivity. Manufacturing intelligence platforms help to gather and structure data from company software systems and production equipment, allowing users to quickly and conveniently observe the metrics that matter most so they can determine priorities and adjust strategies. Employees on the factory floor may also utilize this data to inform their ongoing manufacturing tasks and gain a deeper understanding of their operation and output, along with the equipment they use on a daily basis. With or without an IoT strategy in place, these tools can centralize and visualize the most relevant analytics for manufacturing teams, with timely alerts or notifications about production issues and other important findings. [**PLM software**](https://www.g2.com/categories/plm) **—** Product lifecycle management software, or PLM software, provides manufacturing teams with a centralized information hub related to their product development. These tools help industrial companies track various data points throughout a product’s creation and distribution cycle, including the people and systems involved at every step in the process. PLM software often integrates with [ERP systems](https://www.g2.com/categories/erp-systems), which help manage the many resources involved in a production-based business. As factories continue to adopt IoT technology, these platforms can help store and organize critical production data and ensure that resources are allocated as necessary for the desired business outcomes. [**Managed IoT services**](https://www.g2.com/categories/managed-iot-services) **—** Deploying a fleet of IoT devices and connected factory assets is only part of the challenge, as these assets demand constant monitoring, analysis, updates, and maintenance to realize their potential and function as intended. In certain situations, manufacturing teams may not be properly equipped to manage these fleets and handle the litany of tasks related to their management and optimization. Managed IoT services providers allow these businesses to outsource one or more of the responsibilities related to an industrial IoT infrastructure, including device monitoring, data analysis, and system diagnostics. Additionally, a business may consider working with an external [IoT developer](https://www.g2.com/categories/internet-of-things-iot-developers) to design and deploy underlying applications that allow machines to communicate, gather data, and automate responses to various events or triggers. Limited internal experience with smart technology and embedded systems should not stand in the way of a business realizing the benefits of industrial IoT. Working with a third-party specialist may allow companies to achieve these goals faster and with fewer risks.