# Best Industrial IoT Software

  *By [Nathan Calabrese](https://research.g2.com/insights/author/nathan-calabrese)*

   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





## Category Overview

**Total Products under this Category:** 120


## Trust & Credibility Stats

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 1,800+ Authentic Reviews
- 120+ 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.


## Best Industrial IoT Software At A Glance

- **Leader:** [Pelion IoT Connectivity](https://www.g2.com/products/pelion-iot-connectivity/reviews)
- **Highest Performer:** [TRACTIAN](https://www.g2.com/products/tractian-tractian/reviews)
- **Easiest to Use:** [Pelion IoT Connectivity](https://www.g2.com/products/pelion-iot-connectivity/reviews)
- **Top Trending:** [DATOMS](https://www.g2.com/products/datoms/reviews)
- **Best Free Software:** [Pelion IoT Connectivity](https://www.g2.com/products/pelion-iot-connectivity/reviews)


---

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### 1oT

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[Visit company 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%5Bdisplayable_resource_id%5D=2310&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=neighbor_category&secure%5Bplacement_resource_ids%5D%5B%5D=1773&secure%5Bplacement_resource_ids%5D%5B%5D=2310&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=166968&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=3968cad5c9158ecfce8ae3713ae685bbeab909bdce064a80ee464f43230ff889&secure%5Burl%5D=https%3A%2F%2F1ot.com%2F&secure%5Burl_type%5D=company_website)

---

## Top-Rated Products (Ranked by G2 Score)
  ### 1. [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:** 148


**Seller Details:**

- **Seller:** [Pelion](https://www.g2.com/sellers/pelion)
- **Company Website:** https://pelion.com/
- **Year Founded:** 2002
- **HQ Location:** Glasgow, Scotland, United Kingdom
- **Twitter:** @PelionIoT (184 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/pelioniot/ (126 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Information Technology and Services, Transportation/Trucking/Railroad
  - **Company Size:** 43% Small-Business, 27% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (51 reviews)
- Customer Support (50 reviews)
- Network Connectivity (47 reviews)
- IoT Connectivity (40 reviews)
- Easy Setup (34 reviews)

**Cons:**

- SIM Issues (36 reviews)
- Poor Support (23 reviews)
- Technical Issues (21 reviews)
- SIM Management Issues (20 reviews)
- Technical Difficulties (19 reviews)

  ### 2. [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:** 4.6/5.0
  **Total Reviews:** 55


**Seller Details:**

- **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 (36,936 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/28423178/ (20,658 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Industrial Automation, Food & Beverages
  - **Company Size:** 36% Small-Business, 36% Enterprise


#### Pros & Cons

**Pros:**

- Ease of Use (8 reviews)
- Features (7 reviews)
- User-Friendly (7 reviews)
- Easy Integrations (6 reviews)
- Custom Dashboards (5 reviews)

**Cons:**

- Learning Curve (6 reviews)
- Limited Customization (4 reviews)
- Navigation Issues (4 reviews)
- Poor Usability (4 reviews)
- Difficult Navigation (3 reviews)

  ### 3. [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:** 83


**Seller Details:**

- **Seller:** [HiveMQ](https://www.g2.com/sellers/hivemq)
- **Company Website:** https://www.hivemq.com/
- **Year Founded:** 2012
- **HQ Location:** Landshut, Bayern
- **Twitter:** @HiveMQ (2,854 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/2949784 (170 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 47% Mid-Market, 39% Small-Business


#### Pros & Cons

**Pros:**

- Reliability (20 reviews)
- Features (18 reviews)
- Monitoring (14 reviews)
- Efficiency Improvement (11 reviews)
- Customer Support (10 reviews)

**Cons:**

- Expensive (17 reviews)
- Difficult Learning (9 reviews)
- Usability Issues (9 reviews)
- Technical Issues (7 reviews)
- UX Improvement (4 reviews)

  ### 4. [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:** 4.6/5.0
  **Total Reviews:** 51


**Seller Details:**

- **Seller:** [Tractian](https://www.g2.com/sellers/tractian)
- **Company Website:** https://tractian.com/
- **Year Founded:** 2019
- **HQ Location:** Atlanta, GA
- **Twitter:** @tractian (520 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/get-tractian (275 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Manufacturing, Food & Beverages
  - **Company Size:** 43% Mid-Market, 20% Enterprise


#### Pros & Cons

**Pros:**

- Ease of Use (20 reviews)
- Real-time Monitoring (11 reviews)
- Customer Support (10 reviews)
- Efficiency (10 reviews)
- Real-Time Monitoring (10 reviews)

**Cons:**

- Complex Usability (10 reviews)
- Difficult Learning (9 reviews)
- Expensive (5 reviews)
- Learning Curve (5 reviews)
- Usability Issues (4 reviews)

  ### 5. [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


**Seller Details:**

- **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 (2,223,984 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/amazon-web-services/ (156,424 employees on LinkedIn®)
- **Ownership:** NASDAQ: AMZN

**Reviewer Demographics:**
  - **Top Industries:** Information Technology and Services, Computer Software
  - **Company Size:** 43% Small-Business, 33% Enterprise


  ### 6. [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


**Seller Details:**

- **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 (144 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/datoms (74 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Manufacturing, Mechanical or Industrial Engineering
  - **Company Size:** 44% Mid-Market, 42% Small-Business


#### Pros & Cons

**Pros:**

- Customer Support (31 reviews)
- Ease of Use (24 reviews)
- Data Management (19 reviews)
- User Interface (18 reviews)
- User-Friendly (17 reviews)

**Cons:**

- Slow Performance (15 reviews)
- Slow Speed (13 reviews)
- Technical Difficulties (13 reviews)
- Technical Issues (13 reviews)
- Data Management Issues (7 reviews)

  ### 7. [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


**Seller Details:**

- **Seller:** [Tulip Interfaces](https://www.g2.com/sellers/tulip-interfaces)
- **Year Founded:** 2012
- **HQ Location:** Somerville, Massachusetts, United States
- **Twitter:** @tulipinterfaces (1,058 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/tulip-interfaces/ (369 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Manufacturing
  - **Company Size:** 44% Mid-Market, 39% Enterprise


#### Pros & Cons

**Pros:**

- Ease of Use (5 reviews)
- Customization (4 reviews)
- Features (3 reviews)
- Time Saving (3 reviews)
- Easy Integrations (2 reviews)

**Cons:**

- Limited Features (3 reviews)
- Limited Functionality (3 reviews)
- Complexity (1 reviews)
- Complex Procedures (1 reviews)
- Complex Setup (1 reviews)

  ### 8. [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


**Seller Details:**

- **Seller:** [Telnyx](https://www.g2.com/sellers/telnyx)
- **Year Founded:** 2009
- **HQ Location:** 600 Congress Avenue 14th Floor Austin, TX 78701
- **Twitter:** @telnyx (4,344 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/3349412/ (367 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Information Technology and Services, Telecommunications
  - **Company Size:** 84% Small-Business, 14% Mid-Market


#### Pros & Cons

**Pros:**

- Customer Support (4 reviews)
- Ease of Use (4 reviews)
- Affordable Pricing (2 reviews)
- Easy Setup (2 reviews)
- IoT Connectivity (2 reviews)

**Cons:**

- SIM Issues (2 reviews)
- SIM Management Issues (2 reviews)
- Expensive (1 reviews)
- High Pricing (1 reviews)
- Learning Curve (1 reviews)

  ### 9. [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


**Seller Details:**

- **Seller:** [PTC](https://www.g2.com/sellers/ptc)
- **Year Founded:** 1985
- **HQ Location:** Boston, Massachusetts
- **Twitter:** @PTC (37,608 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1935/ (8,226 employees on LinkedIn®)
- **Ownership:** NASDAQ: PTC

**Reviewer Demographics:**
  - **Top Industries:** Electrical/Electronic Manufacturing
  - **Company Size:** 43% Small-Business, 38% Mid-Market


  ### 10. [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


**Seller Details:**

- **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/ (70 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** CEO
  - **Top Industries:** Farming, Transportation/Trucking/Railroad
  - **Company Size:** 70% Small-Business, 29% Mid-Market


#### Pros & Cons

**Pros:**

- API Integration (1 reviews)
- Custom Dashboards (1 reviews)
- Customer Support (1 reviews)
- Documentation Quality (1 reviews)
- Efficient Solutions (1 reviews)

**Cons:**

- Limited Customization (1 reviews)
- Limited Features (1 reviews)

  ### 11. [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


**Seller Details:**

- **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 (27 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Manufacturing
  - **Company Size:** 36% Enterprise, 36% Small-Business


#### Pros & Cons

**Pros:**

- Ease of Use (6 reviews)
- Features (6 reviews)
- Customer Support (5 reviews)
- Easy Implementation (3 reviews)
- Efficiency Improvement (3 reviews)

**Cons:**

- Limited Flexibility (2 reviews)
- Technical Issues (2 reviews)
- Usability Issues (2 reviews)
- Complex Implementation (1 reviews)
- Complexity Issues (1 reviews)

  ### 12. [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


**Seller Details:**

- **Seller:** [Exosite](https://www.g2.com/sellers/exosite)
- **Year Founded:** 2009
- **HQ Location:** Minneapolis, US
- **Twitter:** @exosite (1,023 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/exosite/ (31 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Company Size:** 33% Small-Business, 27% Mid-Market


  ### 13. [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


**Seller Details:**

- **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. (33 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Company Size:** 38% Small-Business, 38% Mid-Market


  ### 14. [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


**Seller Details:**

- **Seller:** [Sewio Networks](https://www.g2.com/sellers/sewio-networks)
- **Year Founded:** 2014
- **HQ Location:** Brno, CZ
- **Twitter:** @SEWIOnet (1,259 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/10325680/ (44 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Company Size:** 50% Small-Business, 33% Mid-Market


  ### 15. [Portainer](https://www.g2.com/products/portainer/reviews)
  Portainer is an operator control plane for Kubernetes, Docker, and Podman, giving enterprise IT and Industrial IoT teams centralized governance over container infrastructure without specialist overhead. Through a single platform, Portainer delivers RBAC, GitOps-driven deployments, fleet management, and security enforcement across multi-cluster enterprise environments and air-gapped edge deployments. No bespoke platform builds. No dependency on hard-to-hire specialists. Trusted by organizations in financial services, manufacturing, energy, automotive, and healthcare, Portainer is how mainstream enterprises run modern container infrastructure at scale, reliably, securely, and without burning out the teams responsible for keeping it alive.


  **Average Rating:** 4.8/5.0
  **Total Reviews:** 290


**Seller Details:**

- **Seller:** [Portainer](https://www.g2.com/sellers/portainer)
- **Company Website:** https://www.portainer.io/
- **Year Founded:** 2017
- **HQ Location:** Auckland, NZ
- **Twitter:** @portainerio (6,462 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/portainer/about (60 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** CTO, Software Engineer
  - **Top Industries:** Information Technology and Services, Computer Software
  - **Company Size:** 80% Small-Business, 12% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (37 reviews)
- Docker Management (36 reviews)
- User Interface (27 reviews)
- Features (26 reviews)
- Container Management (22 reviews)

**Cons:**

- Technical Issues (12 reviews)
- Usability Issues (12 reviews)
- Limited Features (9 reviews)
- Difficult Navigation (7 reviews)
- Debugging Difficulties (6 reviews)

  ### 16. [Facttwin](https://www.g2.com/products/facttwin/reviews)
  Facttwin's Industrial IoT platform integrates real-time monitoring, advanced analytics, and predictive maintenance, transforming manufacturing operations. It offers cloud-powered visibility of global plant operations, enabling a unified digital twin view for enhanced decision-making. The platform scales operational efficiency with continuous monitoring and proactive analytics. Its seamless ecosystem compatibility and universal machine connectivity provide comprehensive insights across all operations, aligning perfectly with Industry 4.0 standards and driving digital transformation in the manufacturing sector.


  **Average Rating:** 4.6/5.0
  **Total Reviews:** 7


**Seller Details:**

- **Seller:** [Akrivia Automation Pvt Ltd](https://www.g2.com/sellers/akrivia-automation-pvt-ltd)
- **Year Founded:** 2018
- **HQ Location:** Visakhapatnam, AP
- **Twitter:** @AkriviaHCM (111 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/akrivia-hcm/ (204 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Company Size:** 57% Enterprise, 43% Small-Business


#### Pros & Cons

**Pros:**

- Manufacturing Technology (2 reviews)
- Cost Analysis (1 reviews)
- Data Analysis (1 reviews)
- Efficiency (1 reviews)
- Efficiency Improvement (1 reviews)

**Cons:**

- Difficult Learning (1 reviews)
- Slow Performance (1 reviews)

  ### 17. [Particle](https://www.g2.com/products/particle/reviews)
  Particle is the leading edge-to-cloud infrastructure for the Internet of Things, helping thousands of companies power world-class connected machines, sensors, and devices. Particle provides everything you need to build an IoT product in one tightly-integrated platform, so you can focus your time and energy on what matters: your product, application, data, and customers. Hundreds of manufacturers, thousands of startups, and 260,000 developers use Particle to power their IoT products; to learn more, visit particle.io.


  **Average Rating:** 4.5/5.0
  **Total Reviews:** 180


**Seller Details:**

- **Seller:** [Particle](https://www.g2.com/sellers/particle)
- **Year Founded:** 2012
- **HQ Location:** San Francisco, CA
- **Twitter:** @particle (21,987 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/2922700/ (117 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Student, CEO
  - **Top Industries:** Information Technology and Services, Higher Education
  - **Company Size:** 77% Small-Business, 16% Mid-Market


  ### 18. [Pulsa](https://www.g2.com/products/pulsa/reviews)
  We're the award-winning platform for measuring and monitoring physical inventory. Add Pulsa to your restaurant's CO2 tank and understand exactly how much CO2 you're getting in every fill, and how much you have left. The sensors transmit level readings in real-time so when you set alerts you will know immediately when there's a leak or when your supply is low. Gain total control. What to expect: Unmatched reliability: Pulsa is the only telemetry platform that works with all three U.S. wireless carriers: AT&T, Verizon, and T-Mobile and every sensor works across 2G, 3G, 4G, and 5G bandwidths. Ease: Easy setup, no maintenance, and easily replaceable batteries. The best customer care: Expect a live person on the other end of the phone who is knowledgeable and friendly. A platform that grows with you: We anticipate your business needs. Expect new features that create more efficiency and reports that give you greater insights into your business.


  **Average Rating:** 4.8/5.0
  **Total Reviews:** 9


**Seller Details:**

- **Seller:** [Pulsa](https://www.g2.com/sellers/pulsa)
- **Year Founded:** 2016
- **HQ Location:** San Francisco
- **LinkedIn® Page:** http://www.linkedin.com/company/pulsasensors (56 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Company Size:** 67% Mid-Market, 22% Enterprise


#### Pros & Cons

**Pros:**

- Ease of Use (3 reviews)
- Clarity (2 reviews)
- Customer Support (2 reviews)
- Efficiency (2 reviews)
- Installation Ease (2 reviews)

**Cons:**

- Expensive (1 reviews)

  ### 19. [Bosch Indus 4.0](https://www.g2.com/products/bosch-indus-4-0/reviews)
  Bosch Indus 4.0 is a scalable, modular, and bundled solution that addresses the entire spectrum of Industry 4.0 stack with pre-configured apps. Indus 4.0 suite comprises a robust connectivity layer and a modular Industry 4.0 applications layer. It addresses a broad range of manufacturing functionalities across a diverse range of industrial domains.


  **Average Rating:** 4.6/5.0
  **Total Reviews:** 5


**Seller Details:**

- **Seller:** [Bosch](https://www.g2.com/sellers/bosch)
- **HQ Location:** Berlin, DE
- **Twitter:** @BoschGlobal (241,313 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/37795920 (96 employees on LinkedIn®)
- **Ownership:** NSE: BOSCHLTD

**Reviewer Demographics:**
  - **Company Size:** 83% Mid-Market, 17% Enterprise


#### Pros & Cons

**Pros:**

- API Integration (1 reviews)
- Customer Support (1 reviews)
- Customization (1 reviews)
- Monitoring (1 reviews)
- Remote Management (1 reviews)

**Cons:**

- Difficult Learning (1 reviews)
- Expensive (1 reviews)
- Limited Features (1 reviews)

  ### 20. [EMQX](https://www.g2.com/products/emqx/reviews)
  EMQX is the world's most scalable and reliable MQTT Messaging Platform designed by EMQ Technologies. It supports 100M concurrent IoT device connections per cluster while maintaining the best-in-class throughput and sub-millisecond latency. It boasts more than 20,000 global users from over 50 countries, connecting more than 100 million IoT devices worldwide, and is trusted by over 300 customers in mission-critical IoT scenarios, including well-known brands like HPE, VMware, Verifone, SAIC Volkswagen and Ericsson. EMQX Enterprise: The World’s # 1 Scalable MQTT Messaging Platform -100M concurrent MQTT connections -1M/s messages throughput under 1ms latency -Business-critical reliability, Up to 99.99% SLA -Integrate IoT data seamlessly with over 40 cloud services and enterprise systems EMQX Cloud: Fully Managed MQTT Service for IoT - Scale as you need, pay as you go - Flexible and rich IoT data integration up to 40+ choices - Run in 19 regions across AWS, GCP, and Microsoft Azure - Worldwide 24/7 professional support with 99.99% uptime SLA - High availability and scalability for mission-critical IoT devices - 100% compliant with MQTT v5.0 standards.


  **Average Rating:** 4.6/5.0
  **Total Reviews:** 22


**Seller Details:**

- **Seller:** [EMQ](https://www.g2.com/sellers/emq)
- **Year Founded:** 2013
- **HQ Location:** Morgan Hill, CA
- **Twitter:** @EMQTech (2,848 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/emqtech/ (102 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Information Technology and Services
  - **Company Size:** 126% Enterprise, 52% Mid-Market


  ### 21. [ENLYZE Manufacturing Data Platform](https://www.g2.com/products/enlyze-manufacturing-data-platform/reviews)
  ENLYZE is a fully managed Industrial IoT Platform that helps production companies turn their shopfloor data into real business value without having to piece together multiple tools or handle complex IT projects. At its core, ENLYZE connects all relevant data sources across your production environment. This includes machines, PLCs, sensors, energy meters, and higher-level IT systems such as ERP or MES. We make it easy to access and centralize your shopfloor data regardless of machine type, age, or manufacturer. Once the data is captured, ENLYZE helps you structure it in a standardized and scalable way. Our platform allows you to build a custom semantic model that links process data, order information, and quality metrics into a single, harmonized layer. This gives you a consistent data foundation that can be used across teams, systems, and use cases. But ENLYZE is more than just infrastructure. It comes with a portfolio of out-of-the-box solutions for common challenges in manufacturing. These include OEE tracking, quality deviation alerts, traceability, and automated operator feedback – all ready to use from day one. Everything is included, integrated, and operational from the start. ENLYZE is a fully managed service. That means we take care of everything: From data capture to analytics. So you and your team can focus on improvement instead of integration. This means no internal IT burden, no stitching together third-party systems, and no waiting months for results. With ENLYZE, you get the platform, the use cases, and the operational reliability you need to drive continuous improvement with your shopfloor data.


  **Average Rating:** 4.7/5.0
  **Total Reviews:** 5


**Seller Details:**

- **Seller:** [ENLYZE](https://www.g2.com/sellers/enlyze)
- **Year Founded:** 2018
- **HQ Location:** Köln, DE
- **LinkedIn® Page:** https://www.linkedin.com/company/enlyze (21 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Company Size:** 80% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (2 reviews)
- Real-Time Monitoring (2 reviews)
- Customer Support (1 reviews)
- Customization (1 reviews)
- Dashboard Trends (1 reviews)


  ### 22. [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:** 168


**Seller Details:**

- **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 (6,104 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/geotab/ (3,063 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Transportation/Trucking/Railroad, Construction
  - **Company Size:** 35% Small-Business, 35% Mid-Market


#### Pros & Cons

**Pros:**

- Ease of Use (44 reviews)
- Features (34 reviews)
- Customer Support (25 reviews)
- Helpful (20 reviews)
- User Interface (19 reviews)

**Cons:**

- UX Improvement (11 reviews)
- Poor Usability (10 reviews)
- Slow Performance (10 reviews)
- Technical Issues (10 reviews)
- Complexity (9 reviews)

  ### 23. [Plex Smart Manufacturing Platform](https://www.g2.com/products/plex-smart-manufacturing-platform/reviews)
  Plex, by Rockwell Automation is a leader in cloud-delivered smart manufacturing solutions, empowering the world's manufacturers to make awesome products. The Plex Smart Manufacturing Platform includes solutions for manufacturing execution (MES), ERP, quality, supply chain planning and management, asset performance management, production monitoring, process automation and analytics to connect people, systems, machines and supply chains, enabling them to lead with precision, efficiency and agility. Our platform gives manufacturers the ability to connect, automate, track, and analyze every aspect of their business to drive transformation.


  **Average Rating:** 3.9/5.0
  **Total Reviews:** 72


**Seller Details:**

- **Seller:** [Rockwell Automation](https://www.g2.com/sellers/rockwell-automation-da78dc32-f4d9-4343-b833-8c78bb1bf839)
- **Company Website:** https://www.rockwellautomation.com/
- **Year Founded:** 1903
- **HQ Location:** Milwaukee, WI
- **Twitter:** @ROKAutomation (44,356 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/2498/ (21,893 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Automotive, Food & Beverages
  - **Company Size:** 65% Mid-Market, 24% Enterprise


  ### 24. [Braincube](https://www.g2.com/products/braincube/reviews)
  Braincube is a smart IIoT platform suite with business and expert apps designed for industry. Braincube’s platform and off-the-shelf apps empower manufacturers to find instant and long-term value from data streams and Big Data analytics. Its operating software provides immediate visibility into live conditions via Edge and provides a hub of analysis apps via Cloud to better optimize performance. Combine Edge and Cloud to get the best results from your IIoT platform: adjust to real-time recommendations and improve future performance. Choose from a robust app store to help you achieve your context-specific goals whether you are striving for continuous improvement and higher productivity, cost- reduction via Machine Learning, asset monitoring and predictive maintenance strategies, or visualization with charts, tables, and dashboards. Braincube provides a one-stop shop to take control of your data and transform your operations.


  **Average Rating:** 4.3/5.0
  **Total Reviews:** 6


**Seller Details:**

- **Seller:** [Braincube](https://www.g2.com/sellers/braincube)
- **Year Founded:** 2007
- **HQ Location:** Issoire, Auvergne-Rhône-Alpes, France
- **Twitter:** @braincubeEn (188 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/braincubefr (187 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Company Size:** 50% Mid-Market, 33% Small-Business


#### Pros & Cons

**Pros:**

- Ease of Use (3 reviews)
- Intuitive (3 reviews)
- Analytics (2 reviews)
- Customer Support (2 reviews)
- Real-time Data (2 reviews)

**Cons:**

- Complex Usability (1 reviews)
- Expensive (1 reviews)
- High Pricing (1 reviews)
- Poor Customer Support (1 reviews)
- Poor Support (1 reviews)

  ### 25. [CloudRail](https://www.g2.com/products/cloudrail/reviews)
  CloudRail API Integration Solution: Save Weeks of Development Time. Unified APIs: Tired of learning different APIs and dealing with bad API documentation? CloudRail gives you a unified API for multiple Web-APIs. So, for instance, the function upload() works exactly the same for Dropbox as it does for Google Drive. Easily integrate whole categories of providers, e.g. Social Log-Ins, or change a provider with a single line of code. API Change Management: APIs change all the time, leading to broken integrations, unsatisfied customers and even more wasted development time for you. We monitor all APIs and keep your integrations running. You get immediate notifications about changes and all you need to do is replace the CloudRail library with the latest version – no code changes required. Simple APIs and Perfect Documentation Tired of complex APIs and hundreds of pages of bad documentation? We’ve done everything to design clean and easy APIs and provide a documentation which we love as developers. Direct Data Non of your data will ever pass a CloudRail server! The system doesn’t use a hosted middleware. All data transformation happens in the CloudRail library which is integrated in your App. This means no data privacy concerns, no down-times and no additional SPOF. OAuth Made Simple Doing oAuth authentications is a pain. There is OAuth1 and OAuth2 but actually all are implemented differently. CloudRail makes authorizations as simple as adding a single line of code.


  **Average Rating:** 3.8/5.0
  **Total Reviews:** 4


**Seller Details:**

- **Seller:** [CloudRail](https://www.g2.com/sellers/cloudrail)
- **HQ Location:** Mannheim, DE
- **Twitter:** @CloudRail (4,350 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/5237002 (3 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Company Size:** 75% Small-Business, 25% Enterprise




## Parent Category

[ Manufacturing](https://www.g2.com/categories/manufacturing)



## Related Categories

- [IoT Platforms](https://www.g2.com/categories/iot-platforms)
- [IoT Device Management Platforms](https://www.g2.com/categories/iot-device-management-platforms)
- [IoT Connectivity Management Software](https://www.g2.com/categories/iot-connectivity-management)



---

## Buyer Guide

### 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.