# Best Digital Twin Software *By [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)* Digital twin software provides a virtual representation or simulation of a physical asset and is used to monitor the performance of the asset in real-time. These tools are used to simulate performance, predict potential maintenance needs, and ultimately optimize the asset for peak performance. Businesses embed their physical assets with sensors to produce the data necessary to inform a digital twin. By transforming the assets into IoT-enabled devices, they can track and monitor the physical piece of machinery. These tools are often used in conjunction with [IoT device management software](https://www.g2.com/categories/iot-device-management) or [computer-aided engineering (CAE) software](https://www.g2.com/categories/computer-aided-engineering-cae). To qualify for inclusion in the Digital Twin category, a product must: - Provide a digital representation of a physical asset - Track data produced by the physical asset via sensors - Allow users to optimize performance of the physical asset based on the data produced by the asset ## Category Overview **Total Products under this Category:** 111 ## Trust & Credibility Stats **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 1,000+ Authentic Reviews - 111+ 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 Digital Twin Software At A Glance - **Leader:** [Forward Enterprise](https://www.g2.com/products/forward-enterprise/reviews) - **Highest Performer:** [XMPro](https://www.g2.com/products/xmpro/reviews) - **Easiest to Use:** [Forward Enterprise](https://www.g2.com/products/forward-enterprise/reviews) - **Top Trending:** [XMPro](https://www.g2.com/products/xmpro/reviews) - **Best Free Software:** [Tecnomatix](https://www.g2.com/products/tecnomatix/reviews) ## Top-Rated Products (Ranked by G2 Score) ### 1. [Forward Enterprise](https://www.g2.com/products/forward-enterprise/reviews) Forward Networks created the world’s first network digital twin, transforming how organizations manage and secure their networks. The company’s software creates a mathematically precise model of the production network, giving IT teams unmatched visibility, verification, and agility across multi-vendor environments and every major cloud, including AWS, Azure, and Google Cloud. Trusted by Fortune 100 enterprises and federal agencies, Forward Networks helps organizations reduce risk, ensure compliance, and prepare their networks for the demands of AI and the next wave of digital transformation. **Average Rating:** 4.6/5.0 **Total Reviews:** 129 **Seller Details:** - **Seller:** [Forward Networks](https://www.g2.com/sellers/forward-networks) - **Company Website:** https://www.forwardnetworks.com/ - **Year Founded:** 2013 - **HQ Location:** Santa Clara, California, United States - **Twitter:** @FwdNetworks (1,072 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/forward-networks (229 employees on LinkedIn®) **Reviewer Demographics:** - **Who Uses This:** Network Engineer, Senior Network Engineer - **Top Industries:** Information Technology and Services, Financial Services - **Company Size:** 55% Mid-Market, 41% Small-Business #### Pros & Cons **Pros:** - Ease of Use (52 reviews) - Monitoring Performance (45 reviews) - Visibility (39 reviews) - Time-saving (29 reviews) - Network Management (28 reviews) **Cons:** - Learning Difficulty (35 reviews) - Complex Setup (21 reviews) - Difficult Learning (18 reviews) - Difficult Setup (16 reviews) - Difficulty (16 reviews) ### 2. [Tecnomatix](https://www.g2.com/products/tecnomatix/reviews) Tecnomatix® is a comprehensive digital manufacturing software suite designed to streamline and optimize manufacturing processes. This innovative solution encompasses two powerful products: Process Simulate X and Plant Simulation X, both of which leverage cloud-based technology to enhance operational efficiency. By integrating artificial intelligence (AI) capabilities, Tecnomatix offers a flexible, secure, and scalable software experience tailored to meet the diverse needs of modern manufacturing environments. The target audience for Tecnomatix includes manufacturing professionals, engineers, and operations managers across various industries seeking to improve their production capabilities. The software is particularly beneficial for organizations that require sophisticated tools to manage complex manufacturing processes, from initial concept development through to production and continuous improvement. With its cloud-based architecture, Tecnomatix allows teams to collaborate effectively, ensuring that all stakeholders can access critical information and insights in real-time. Process Simulate X is a key component of the Tecnomatix portfolio, enabling users to plan, simulate, and validate human tasks, robotic processes, and automation throughout the entire product development lifecycle. This tool supports manufacturers in identifying potential inefficiencies and optimizing workflows before physical implementation, thus reducing the risk of costly errors. By utilizing cloud technology, Process Simulate X provides a seamless experience that facilitates rapid adjustments and enhancements based on evolving project requirements. On the other hand, Plant Simulation X focuses on modeling, simulating, visualizing, and analyzing production systems and logistics processes. This product is designed to optimize material flow and resource utilization across all levels of plant planning, from global facilities to specific production lines. By employing advanced simulation techniques, Plant Simulation X helps organizations identify bottlenecks, improve layout designs, and enhance overall operational performance, ultimately leading to increased productivity and reduced costs. The Tecnomatix software suite empowers businesses to enhance efficiency, minimize expenses, and accelerate time-to-market in today’s competitive manufacturing landscape. With its robust features and cloud-based infrastructure, Tecnomatix stands out as a valuable solution for manufacturers looking to leverage digital technologies to drive innovation and operational excellence. By providing tools that facilitate collaboration and data-driven decision-making, Tecnomatix is positioned to meet the evolving demands of the manufacturing sector. **Average Rating:** 4.4/5.0 **Total Reviews:** 116 **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:** - **Who Uses This:** Application Engineer - **Top Industries:** Automotive, Airlines/Aviation - **Company Size:** 39% Small-Business, 38% Mid-Market #### Pros & Cons **Pros:** - Simulation (31 reviews) - Ease of Use (23 reviews) - Features (14 reviews) - Efficiency Improvement (11 reviews) - User Interface (10 reviews) **Cons:** - Learning Curve (16 reviews) - Expensive (10 reviews) - Not User-Friendly (10 reviews) - Difficult Learning (9 reviews) - Integration Issues (8 reviews) ### 3. [SAP Business Technology Platform](https://www.g2.com/products/sap-business-technology-platform/reviews) SAP Business Technology Platform (SAP BTP) is a multi-cloud platform-as-a-Service optimized to work with SAP solutions. It is a unified platform of technologies SAP uses for its own innovation, to extend and integrate business applications, and to infuse artificial intelligence and context-aware business data. SAP BTP brings together intelligent enterprise applications with database and data management, analytics, integration and extension capabilities into one platform for both cloud and hybrid environments, including hundreds of prebuilt business content and integrations for faster time-to-value. It can be used to create personalized experiences across business processes, build applications, analytics, and integrations faster, and to run mission-critical innovation confidently on major cloud providers' infrastructure fully managed by SAP. SAP BTP offers a range of capabilities and services that: - offers fit-for-purpose tools and services that are optimized for SAP applications along with composable bespoke business processes - provides an open environment with pre-built connectors to 3rd party apps and the availability to run on leading hyperscaler IaaS Clouds (AWS, Azure, GCP, etc.) connects AI & ML into business processes to enhance intelligence, automation, and productivity - delivers security and improved insights by keeping contextual data close to core business processes and applications - enables future-proofing by keeping core systems clean, greatly reducing technical debt to take advantage of cloud economics **Average Rating:** 4.4/5.0 **Total Reviews:** 389 **Seller Details:** - **Seller:** [SAP](https://www.g2.com/sellers/sap) - **Company Website:** https://www.sap.com/ - **Year Founded:** 1972 - **HQ Location:** Walldorf - **Twitter:** @SAP (297,227 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/sap/ (141,341 employees on LinkedIn®) **Reviewer Demographics:** - **Who Uses This:** Software Engineer, System Engineer - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 39% Enterprise, 35% Mid-Market #### Pros & Cons **Pros:** - Ease of Use (132 reviews) - Integrations (128 reviews) - Easy Integrations (115 reviews) - Features (103 reviews) - Data Management (78 reviews) **Cons:** - Learning Curve (97 reviews) - Complexity (88 reviews) - Expensive (69 reviews) - Learning Difficulty (68 reviews) - Difficult Learning (57 reviews) ### 4. [aPriori Manufacturing Intelligence Platform](https://www.g2.com/products/apriori-manufacturing-intelligence-platform/reviews) aPriori provides a unique data driven insight platform that drives profitable transformation across product development and supply chain. These insights unlock new opportunities for reducing product cost & carbon footprint, optimizing manufacturing & supply chain risk, and improving design engineering & sourcing teams’ productivity. According to Forrester, aPriori customers achieve a ~600% ROI within three years and payback within six months of adopting our Enterprise AI software. Leading manufacturers use our automated Insights Platform to reduce time to win more profitable business opportunities, launch NPD projects on time & under cost and increase margin on existing products. To learn more about aPriori’s cloud and on-premise solutions, visit www.apriori.com. **Average Rating:** 4.5/5.0 **Total Reviews:** 101 **Seller Details:** - **Seller:** [aPriori Technologies](https://www.g2.com/sellers/apriori-technologies) - **Company Website:** https://www.apriori.com - **Year Founded:** 2003 - **HQ Location:** Concord, MA - **Twitter:** @aPriori_Inc (576 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/apriori (277 employees on LinkedIn®) **Reviewer Demographics:** - **Who Uses This:** Cost Engineer - **Top Industries:** Mechanical or Industrial Engineering, Machinery - **Company Size:** 62% Enterprise, 22% Mid-Market #### Pros & Cons **Pros:** - Cost Analysis (4 reviews) - Calculations (2 reviews) - Ease of Use (2 reviews) - Features (2 reviews) - Solutions (2 reviews) **Cons:** - Complex Usability (2 reviews) - Slow Performance (2 reviews) - Complex Interface (1 reviews) - Complexity (1 reviews) - Complex Modeling (1 reviews) ### 5. [XMPro](https://www.g2.com/products/xmpro/reviews) About XMPro iBOS (Intelligent Business Operations Suite) XMPro iBOS is the world’s only AI-powered suite of tools and frameworks specifically designed to empower industrial companies to rapidly compose intelligent business operations and process solutions at scale. Founded in 2009, XMPro has been a pioneer in digital transformation, enabling clients to streamline operations, enhance efficiency, and achieve significant ROI. Our suite accelerates the journey toward becoming smart, connected enterprises. Why Choose XMPro iBOS? In today's fast-paced industrial landscape, companies face significant challenges in optimizing their operations and driving efficiency. Traditional operations management approaches are no longer sufficient. XMPro iBOS offers a comprehensive solution that integrates advanced AI, automation, and digital twins, empowering businesses to achieve rapid digital transformation. Key Features: Intelligence: XMPro's AI capabilities bring intelligence to solution building by leveraging machine learning, natural language processing, and predictive analytics. Automation: From human workflows to fully autonomous operations, XMPro spans the entire spectrum of automation. Digital Twin Scope: The digital twin scope ranges from discrete assets to systems of systems. Flexible Deployment: XMPro iBOS offers flexible deployment options—on-premise, cloud, or hybrid. Data streams can run on the edge for real-time analysis, ensuring seamless integration and optimized performance. Co-Pilot and GenAI Capabilities: XMPro’s Co-Pilot and GenAI capabilities enable users to interrogate real-time data and perform in-depth analysis effortlessly, providing immediate, actionable insights and recommendations. Unified Framework: XMPro allows companies to advance simultaneously across intelligence, automation, and digital twin dimensions, providing a flexible and scalable framework that adapts to evolving needs. This unified solution drives rapid digital transformation, optimizes processes, and fosters a comprehensive understanding of business operations. Real-World Applications: - Condition Monitoring: Monitor equipment health and performance in real-time to predict failures and reduce downtime. - Predictive Maintenance: Use AI and machine learning to forecast maintenance needs and prevent unexpected breakdowns. - Process Optimization: Improve efficiency and productivity by optimizing operational processes. - Energy Management: Enhance energy efficiency and reduce costs by monitoring and managing energy consumption. - Supply Chain Optimization: Streamline supply chain operations for better inventory management and faster delivery times. - Quality Control: Ensure high-quality production by monitoring and analyzing quality metrics in real-time. - Asset Management: Track and manage assets effectively to extend their lifespan and optimize utilization. - Environmental Monitoring: Monitor environmental parameters to ensure compliance and sustainability. - Production Scheduling: Optimize production schedules to maximize throughput and minimize delays. - Golden Batch: Achieve consistent and optimal production batches by analyzing and replicating best-performing batches. - Asset Performance Management (APM): Maximize asset reliability and performance through comprehensive monitoring and analysis. - Overall Equipment Effectiveness (OEE): Enhance equipment efficiency by measuring and improving availability, performance, and quality. - Environmental, Social, and Governance (ESG): Meet ESG goals by monitoring environmental impact, ensuring social responsibility, and maintaining governance standards. Transform Your Operations: Imagine a world where your operations are seamlessly integrated, and all your data flows freely across systems, providing real-time insights and a unified view of your business. With XMPro, this vision becomes a reality, transforming the future of industrial operations with smarter, more efficient processes powered by AI, automation, and digital twins. Get Started Today: Ready to transform your operations? Discover how XMPro iBOS can help you achieve rapid digital transformation, improve operational intelligence, and maintain a competitive edge. Visit our website for more information and schedule a demo today. For more information, visit www.xmpro.com. **Average Rating:** 4.6/5.0 **Total Reviews:** 14 **Seller Details:** - **Seller:** [XMPro](https://www.g2.com/sellers/xmpro) - **Year Founded:** 2009 - **HQ Location:** Dallas, TX - **Twitter:** @xmpro (375 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/xmpro-inc/ (49 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 50% Small-Business, 36% Mid-Market #### Pros & Cons **Pros:** - Ease of Use (4 reviews) - Features (4 reviews) - Customer Support (3 reviews) - Easy Implementation (3 reviews) - Features Detail (3 reviews) **Cons:** - Expensive (2 reviews) - Performance Issues (2 reviews) - Time-Consuming (2 reviews) - Complex Setup (1 reviews) - Data Management Issues (1 reviews) ### 6. [Autodesk Digital Twin](https://www.g2.com/products/autodesk-digital-twin/reviews) Autodesk has been helping manufacturers to create intelligent, data-rich digital prototypes of physical assets for over three decades for their products and facilities that exist or will exist in the real world. **Average Rating:** 4.0/5.0 **Total Reviews:** 10 **Seller Details:** - **Seller:** [Autodesk](https://www.g2.com/sellers/autodesk) - **Year Founded:** 1982 - **HQ Location:** San Francisco - **Twitter:** @autodesk (275,060 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/autodesk/ (15,679 employees on LinkedIn®) - **Ownership:** NASDAQ:ADSK **Reviewer Demographics:** - **Company Size:** 40% Enterprise, 40% Small-Business ### 7. [Agora World](https://www.g2.com/products/agora-world/reviews) At Agora World, we transform the complex and costly process of building smart infrastructure into a simple, no code task. Our AI-powered creation suite empowers domain experts - not just specialized developers - to create interactive 3D visualizations from complex data in under 2 minutes, enhancing decision-making and project efficiency. Since launching our Alpha in January ‘24, we've secured $270K in LOIs, grown a $1.5m pipeline, and were a Global Proptech Finalist at EPiC 2024 run by Hong Kong Science and Technology Park. We’ve worked with industry leaders such as Hyundai, Audi, Google, UPenn, Independence Blue Cross, Thazen, SurfWisely, Cesium, Burning Man, and over 1,000 other builders to produce more than 3,000 3D visualizations. **Average Rating:** 4.2/5.0 **Total Reviews:** 13 **Seller Details:** - **Seller:** [Agora World](https://www.g2.com/sellers/agora-world) - **Year Founded:** 2019 - **HQ Location:** Orlando, US - **Twitter:** @agoraworld_io (344 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/agoravr (5 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 64% Small-Business, 14% Enterprise ### 8. [GE Vernova APM](https://www.g2.com/products/ge-vernova-apm/reviews) GE Vernova Asset Performance Management (APM) is an advanced industrial software platform designed to assist organizations in monitoring, maintaining, and optimizing the performance of critical assets within energy and other asset-intensive sectors. By leveraging cutting-edge technologies such as Internet of Things (IoT) data, artificial intelligence (AI), machine learning (ML) analytics, and digital twin simulations, GE Vernova APM enables businesses to implement predictive maintenance strategies, minimize unplanned downtime, extend the lifespan of their assets, and enhance safety and compliance measures. The platform is particularly beneficial for a diverse range of industries, including energy production, manufacturing, and utilities, where asset reliability is paramount. Organizations that rely heavily on machinery and equipment can utilize GE Vernova APM to gain real-time insights into asset performance, facilitating informed decision-making and proactive management. This capability is essential for companies aiming to optimize their operations while navigating the complexities of regulatory compliance and sustainability initiatives. GE Vernova APM features a modular suite of applications that encompass various aspects of asset management, including asset health monitoring, reliability assessments, performance intelligence, strategy management, integrity checks, and inspections. This comprehensive approach allows users to tailor the platform to their specific needs, whether they require on-premises deployment or prefer the flexibility of cloud-based solutions through APM Essentials. Furthermore, the platform seamlessly integrates with existing IT and operational technology (OT) systems, such as Enterprise Asset Management (EAM), Computerized Maintenance Management Systems (CMMS), and Supervisory Control and Data Acquisition (SCADA) systems. One of the key benefits of using GE Vernova APM is its ability to significantly lower operating costs while enhancing asset availability. By implementing predictive maintenance techniques, organizations can identify potential issues before they escalate into costly failures, thereby reducing maintenance expenses and downtime. Additionally, the platform supports companies in meeting regulatory requirements and sustainability goals by improving operational efficiency and minimizing emissions, aligning with the growing emphasis on environmental responsibility in industrial operations. Overall, GE Vernova APM stands out as a robust solution for organizations seeking to enhance their asset management practices. Its integration of IoT, AI, and digital twins not only provides actionable insights but also empowers businesses to make data-driven decisions that lead to improved performance and long-term asset sustainability. **Average Rating:** 4.5/5.0 **Total Reviews:** 48 **Seller Details:** - **Seller:** [GE Vernova](https://www.g2.com/sellers/ge-vernova) - **Company Website:** https://www.gevernova.com/ - **HQ Location:** Cambridge, MA - **LinkedIn® Page:** https://www.linkedin.com/showcase/gevernova-power-software/ (1 employees on LinkedIn®) - **Ownership:** NYSE:GEV **Reviewer Demographics:** - **Top Industries:** Oil & Energy - **Company Size:** 40% Enterprise, 40% Mid-Market #### Pros & Cons **Pros:** - Data Management (12 reviews) - Customer Support (11 reviews) - Ease of Use (11 reviews) - Asset Management (9 reviews) - Features (9 reviews) **Cons:** - Poor Support (10 reviews) - Poor Customer Support (9 reviews) - Difficult Learning (7 reviews) - Data Management Issues (6 reviews) - Learning Curve (6 reviews) ### 9. [Trendspek](https://www.g2.com/products/trendspek/reviews) Trendspek is the leading 3D Structural Lifecycle Management Platform. Visualise built assets into high-fidelity 3D models. Conduct visual inspections from your desk with millimetre detail. Extract detailed condition insights and plan maintenance works without a site visit. Use powerful tools to analyse structural defects with exact measurements, location and specifications. View models side-by-side to observe changes. Enhance predictive maintenance by closely monitoring trends. Trendspek is trusted globally by asset owners, engineers, facility managers and contractors across leading organisations. They're protecting critical infrastructure by minimising risks, optimising workflows and proactive maintenance strategies – safely and securely in the cloud. **Average Rating:** 4.5/5.0 **Total Reviews:** 7 **Seller Details:** - **Seller:** [Trendspek](https://www.g2.com/sellers/trendspek) - **Year Founded:** 2018 - **HQ Location:** Sydney, AU - **Twitter:** @trendspek (18 Twitter followers) - **LinkedIn® Page:** http://www.linkedin.com/company/trendspek (25 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 71% Small-Business, 29% Mid-Market #### Pros & Cons **Pros:** - Ease of Use (1 reviews) - Usability (1 reviews) ### 10. [twinzo](https://www.g2.com/products/twinzo/reviews) Twinzo is a real-time 3D digital twin platform that brings full operational visibility to manufacturing and logistics environments. It overlays live data from your existing systems—such as ERP, MES, RTLS, IoT sensors, and spreadsheets—onto a spatially accurate 3D model of your facility, transforming complex operations into an interactive dashboard accessible on any device. Twinzo doesn’t simulate hypothetical scenarios. Instead, it gives you a live window into what’s happening—where, when, and why—across your operations. This creates a shared understanding among teams and accelerates data-driven decision-making across all levels of the organization. The platform focuses on three high-impact use cases: • Logistics Optimization: Visualize real-time movement of forklifts, materials, and assets to eliminate inefficiencies, optimize routes, and reduce fleet size. Customers regularly see a 20–45% reduction in fleet and labor costs. • Material Order Automation: Like “Uber for your factory,” Twinzo dynamically assigns tasks to operators based on availability and priority. This pull-based system replaces manual Kanban processes, preventing line stoppages and increasing output. • Production Monitoring: All production, quality, and maintenance data is aggregated into one real-time 3D Gemba board. Managers and supervisors gain immediate insight into line status, performance KPIs, and bottlenecks—reducing downtime and enabling more effective shift handovers. But Twinzo is more than a dashboard. Because every data point is tied to its real-world spatial context, the platform becomes a rich foundation for deeper analytics, root-cause correlation, and predictive insights. This spatially-oriented dataset helps organizations uncover patterns and causality that would otherwise remain hidden in spreadsheets or siloed systems. It also lays the groundwork for AI and machine learning initiatives, feeding models with clean, structured, and context-rich operational data. Deployment is fast—pilot projects typically go live in 2–4 weeks—and ROI is usually realized in under six months. Twinzo works with both cloud and on-premise infrastructures and integrates easily with existing IT/OT ecosystems. With customers across automotive, electronics, industrial equipment, and FMCG, Twinzo delivers measurable impact—from fleet reductions and labor optimization to improved uptime and better coordination. Whether you operate a single plant or a global network, Twinzo gives you a real-time, spatially aware command center for smarter decisions and continuous improvement. **Average Rating:** 4.6/5.0 **Total Reviews:** 4 **Seller Details:** - **Seller:** [5.0 technologies j.s.a.](https://www.g2.com/sellers/5-0-technologies-j-s-a) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 50% Enterprise, 50% Mid-Market ### 11. [Veerum](https://www.g2.com/products/veerum/reviews) VEERUM's digital twin is the primary visualization and analytics application that combines all CAD, geospatial, document management, IoT and operational systems. Our solutions delivers significant cost and time savings in operations, maintenance and reliability, and for large complex capital construction projects. **Average Rating:** 4.4/5.0 **Total Reviews:** 4 **Seller Details:** - **Seller:** [Veerum](https://www.g2.com/sellers/veerum) - **Year Founded:** 2014 - **HQ Location:** Calgary, CA - **Twitter:** @VEERUMInc (297 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/veerum/ (54 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 75% Mid-Market, 25% Small-Business ### 12. [Ansys Twin Builder](https://www.g2.com/products/ansys-twin-builder/reviews) Ansys Twin Builder improves predictive maintenance outcomes to save on warranty and insurance costs and optimize your product’s operations. **Average Rating:** 4.3/5.0 **Total Reviews:** 3 **Seller Details:** - **Seller:** [Ansys, Inc.](https://www.g2.com/sellers/ansys-inc) - **Year Founded:** 1970 - **HQ Location:** Canonsburg, PA - **Twitter:** @ANSYS (30,634 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/6536/ (6,703 employees on LinkedIn®) - **Ownership:** NASDAQ:ANSS **Reviewer Demographics:** - **Company Size:** 100% Small-Business ### 13. [Oracle IoT Production Monitoring Cloud](https://www.g2.com/products/oracle-iot-production-monitoring-cloud/reviews) Oracle Internet of Things Production Monitoring Cloud collects data at the manufacturing machine level and based on production line and factory definitions, presents a holistic view of operations. **Average Rating:** 3.3/5.0 **Total Reviews:** 3 **Seller Details:** - **Seller:** [Oracle](https://www.g2.com/sellers/oracle) - **Year Founded:** 1977 - **HQ Location:** Austin, TX - **Twitter:** @Oracle (827,310 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1028/ (199,301 employees on LinkedIn®) - **Ownership:** NYSE:ORCL **Reviewer Demographics:** - **Company Size:** 33% Mid-Market, 33% Enterprise ### 14. [Adele](https://www.g2.com/products/kenmei-technologies-adele/reviews) Kenmei Technologies is a Spanish company based in Valencia founded by telecoms and software experts, focused on providing data intelligence with machine-based decisioning, automating network operations and customer assurance, to help operators to deal with the incoming increase of network complexity. **Average Rating:** 4.0/5.0 **Total Reviews:** 2 **Seller Details:** - **Seller:** [Kenmei Technologies](https://www.g2.com/sellers/kenmei-technologies) - **Year Founded:** 2018 - **HQ Location:** Paterna, ES - **LinkedIn® Page:** https://linkedin.com/company/kenmei-technologies (88 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 50% Small-Business, 50% Enterprise ### 15. [Industrial Internet of Things Platform](https://www.g2.com/products/industrial-internet-of-things-platform/reviews) Thingstel Platform seamlessly connects to the Machine Control systems at factory site to support decision automation through data processing and analytics techniques. Discrete Manufacturers can cut costs, reduce downtime, and improve process efficiency in months of using our Platform. Within our new platform, they will get from everything including enabling Digital Twin, Asset Management, Remote Monitoring, Job Planning, Service and Predictive Maintenance on a subscription model. Benefits include 32% reduction in asset maintenance costs, 30% improvement in process efficiency, 40% reduction in downtime and 28% rejection reduction. With Thingstel Solution we provide – 1. Secure IoT Gateway device – to communicate with the machines over different standard communication protocols like MODBUS, PROFINET, OPC UA to structure the data to a format that our backend understands 2. Backend System – A backend system that supports data storage, processing, and analytics capabilities in a complete serverless architecture using AWS microservices 3. Frontend Application – A frontend application that supports different use cases including data visualisation on dashboard, alerts/notifications and reporting all user configurable **Average Rating:** 4.3/5.0 **Total Reviews:** 2 **Seller Details:** - **Seller:** [Thingstel Tech Solutions India](https://www.g2.com/sellers/thingstel-tech-solutions-india) - **Year Founded:** 2018 - **HQ Location:** Bengaluru, IN - **LinkedIn® Page:** https://www.linkedin.com/company/thingstel (3 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 100% Small-Business ### 16. [Mimic Simulation](https://www.g2.com/products/mimic-simulation/reviews) Dynamic Simulation Reduce the cost, risk, and complexity of operations using dynamic simulation with Mimic. **Average Rating:** 4.3/5.0 **Total Reviews:** 2 **Seller Details:** - **Seller:** [Emerson Electric](https://www.g2.com/sellers/emerson-electric) - **HQ Location:** St Louis, US - **Twitter:** @Emerson_News (20,241 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/emerson (50,284 employees on LinkedIn®) - **Ownership:** NYSE: EMR **Reviewer Demographics:** - **Company Size:** 50% Mid-Market, 50% Small-Business ### 17. [Shared Reality](https://www.g2.com/products/shared-reality/reviews) Whatever the scale or number of facilities, Shared Reality makes it easy for industrial operators to share a trusted digital representation of their sites with employees, contractors, or authorities. 𝗘𝗫𝗣𝗟𝗢𝗥𝗘 𝗦𝗶𝘁𝗲 𝗥𝗲𝗮𝗹𝗶𝘁𝘆 Shared Reality allows teams to explore, measure, and annotate sites of any size in immersive 3D or panoramic views. In just hours, AI converts your 3D scans into detailed and interactive 3D reality models. Teams can then filter or colorize assets, import/export equipment, group piping or hide structures. Modified equipment can even be updated from a quick smartphone scan in just minutes. This streamlines maintenance planning, project execution, and ensures top-level safety 𝗘𝗡𝗥𝗜𝗖𝗛 𝗔𝘀𝘀𝗲𝘁 𝗥𝗲𝗮𝗹𝗶𝘁𝘆 Full asset interactivity allows operators and suppliers to continuously enrich the 3D reality model. Assets can be tagged on the go, enriched with attributes. Data can come from manual entry during an initial inventory, or from existing systems like ERP, EAM, CMMS, or SCADA. As the 3D reality model grows richer with data, assets become instantly searchable. Visual business intelligence then becomes accessible to all teams in 3D, enabling informed decision-making at scale. 𝗨𝗡𝗜𝗙𝗬 𝗣𝗿𝗼𝗰𝗲𝘀𝘀 𝗥𝗲𝗮𝗹𝗶𝘁𝘆 If needed, Shared Reality can help teams link 3D reality models with diagrams such as PFD, P&ID, and isometrics, down to individual pipes or equipment symbols. AI extracts tags and creates an interactive overlay. Users can then build a unified geospatial and functional view step-by-step, guided by AI. This dual view supports flowsheets revalidation, lock-out/tag-out, training & permitting, testing & commissioning. Built-in redlining and markup further streamline workflows. **Average Rating:** 4.0/5.0 **Total Reviews:** 2 **Seller Details:** - **Seller:** [Samp](https://www.g2.com/sellers/samp) - **Year Founded:** 2019 - **HQ Location:** Paris, FR - **LinkedIn® Page:** https://www.linkedin.com/company/samp-ai (45 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 50% Mid-Market, 50% Small-Business ### 18. [vHive](https://www.g2.com/products/vhive/reviews) vHive is the only software solution that enables enterprises to deploy autonomous drone hives to create digital twins of their assets. To learn more: www.vHive.ai or try@vHive.ai **Average Rating:** 4.8/5.0 **Total Reviews:** 2 **Seller Details:** - **Seller:** [vHive Tech Ltd.](https://www.g2.com/sellers/vhive-tech-ltd) - **LinkedIn® Page:** https://www.linkedin.com/company/vhive/ **Reviewer Demographics:** - **Company Size:** 50% Small-Business, 50% Mid-Market ### 19. [Archilogic](https://www.g2.com/products/archilogic/reviews) Archilogic serves as a comprehensive digital twin management platform, catering to businesses aiming to optimize their real estate portfolios. This platform is particularly useful for industries that require efficient space management and utilization. The platform's key features include onboarding services for digitizing floor plans, a collection of native applications for managing and updating these plans, and a marketplace that allows integration with third-party systems and services. Archilogic enables users to maintain ownership of their digital floor plans, utilize artificial intelligence for managing and visualizing their portfolio of spaces, and effortlessly keep their floor plans current. In terms of deployment and support, Archilogic operates through a web-based platform and provides various support methods. These include product updates via releases, examples of product usage in showcases, helpful tips and tricks on the blog, resources for developers, and technical assistance when needed. With Archilogic, managing a real estate portfolio becomes a more streamlined and efficient process. **Average Rating:** 4.8/5.0 **Total Reviews:** 2 **Seller Details:** - **Seller:** [Archilogic](https://www.g2.com/sellers/archilogic) - **Year Founded:** 2014 - **HQ Location:** Zürich, CH - **LinkedIn® Page:** https://www.linkedin.com/company/archilogic-ag/ (16 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 50% Mid-Market, 50% Small-Business ### 20. [Bosch IoT Suite](https://www.g2.com/products/bosch-iot-suite/reviews) Make the IoT the backbone of your business success! Connected products and services combined with continuous data-driven improvements and Artificial Intelligence (AI) capabilities will shape your value creation process. Bosch IoT Suite is made for these requirements: as an open, flexible, and scalable solution, it benefits both your own and your customers’ business models. Bosch IoT Suite gives you maximum freedom of choice to manage your customized IoT applications in line with existing routines, processes, and data. Profit from the high Bosch security standards and our long-term experience in different business domains. We will be happy to support you in optimizing and expanding your business ideas and IoT projects. Today, Bosch IoT Suite already connects more than 15 million devices, and counting. **Average Rating:** 4.3/5.0 **Total Reviews:** 10 **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:** 50% Enterprise, 30% Mid-Market ### 21. [CADMATIC eShare](https://www.g2.com/products/cadmatic-eshare/reviews) CADMATIC eShare, a transformative solution in marine and industrial project management, empowers users with the capabilities of a digital twin without compromising data security. The platform ensures that your data remains secure in its original location while eShare efficiently links, visualizes, and shares data from engineering, procurement, construction, and various industrial asset management systems through a unified window using the 3D model. By combining and visualizing real-time data from diverse sources, eShare enables immediate comprehension of complex data interactions, facilitating smarter and faster decision-making. With key benefits such as linking, searching, and visualizing data from any database, monitoring project progress, and boosting efficiency, eShare provides an independent, industry-specific solution supported by professional tech assistance. The platform's comprehensive data-sharing capabilities contribute to fast and accurate decision-making. By adopting eShare, accelerate your time to market, reduce costs, and shorten project lead times, embracing a new era of efficiency and profitability in your projects. **Average Rating:** 4.2/5.0 **Total Reviews:** 3 **Seller Details:** - **Seller:** [Cadmatic](https://www.g2.com/sellers/cadmatic) - **Year Founded:** 1982 - **HQ Location:** Turku, FI - **Twitter:** @CADMATICGroup (187 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/cadmatic/ (276 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 33% Enterprise, 33% Mid-Market ### 22. [Cintoo](https://www.g2.com/products/cintoo/reviews) Cintoo specializes in innovative cloud-based solutions for the management, visualization, and analysis of reality capture data. The Cintoo platform enables AEC and Industry 4.0 organizations to upload 3D scan data from terrestrial scanners, mobiles and drones and use it to drive efficiencies and enhance decision-making. Sync scans and models by integrating with BIM coordination platforms, like Autodesk Construction Cloud, or connect to Digital Twin, document management or IoT platforms with asset tagging. Cintoo helps customers lead with 3D scan data synergy—turning reality capture into a strategic advantage. For more information, visit www.cintoo.com or follow us on LinkedIn at www.linkedin.com/company/cintoo. **Average Rating:** 4.1/5.0 **Total Reviews:** 5 **Seller Details:** - **Seller:** [Cintoo](https://www.g2.com/sellers/cintoo) - **Year Founded:** 2013 - **HQ Location:** Miami, US - **Twitter:** @CintooCloud (275 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/cintoo/ (90 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 40% Enterprise, 40% Small-Business ### 23. [IoTIFY](https://www.g2.com/products/iotify/reviews) IOTIFY is a virtualization platform for the Internet of Things. **Average Rating:** 3.0/5.0 **Total Reviews:** 1 **Seller Details:** - **Seller:** [IOTIFY.IO](https://www.g2.com/sellers/iotify-io) - **Year Founded:** 2015 - **HQ Location:** Neuhausen, CH - **Twitter:** @iotify_Io (707 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/10196607 (1 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 100% Mid-Market ### 24. [Kavida.ai](https://www.g2.com/products/kavida-ai/reviews) Kavida.ai is a supply chain digital twin platform helping enterprises make intelligent resiliency decisions. We build supply chain digital twins and use artificial intelligence to help enterprises prevent and mitigate supply chain disruptions in real time or before they occur **Average Rating:** 4.0/5.0 **Total Reviews:** 1 **Seller Details:** - **Seller:** [QAD](https://www.g2.com/sellers/qad) - **Year Founded:** 1979 - **HQ Location:** Santa Barbara, CA - **Twitter:** @QAD_Community (3,248 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/5099/ (1,600 employees on LinkedIn®) - **Ownership:** NASDAQ: QADA **Reviewer Demographics:** - **Company Size:** 100% Mid-Market ### 25. [Machstatz](https://www.g2.com/products/machstatz/reviews) MachStatz - A combination of Machines & Statistics. We use artificial intelligence algorithms and machine learning diagnostics to provide advance analytical solutions. We use smarter devices, sensors and gateway's which communicate with each other through LoRa, NB-IoT etc and other wireless technologies. Our solutions are being implemented in manufacturing industries which increases production efficiency and reduce downtime of industrial machines on real time basis. Our end to end solution provide the last mile connectivity for the customers where they need not depend on other OEM's and vendors. Customers choose us over our competitors for the fact that we provide cost effective and technology based solutions which helps in generating huge ROI. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **Seller Details:** - **Seller:** [Machstatz](https://www.g2.com/sellers/machstatz) - **Year Founded:** 2017 - **HQ Location:** Bangalore, IN - **LinkedIn® Page:** https://www.linkedin.com/company/machstatz-business-solutions-pvt.-ltd./ (3 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 100% Small-Business ## Parent Category [IoT Management Platforms](https://www.g2.com/categories/iot-management) --- ## Buyer Guide ### What You Should Know About Digital Twin Software ### What is Digital Twin Software? In the manufacturing sector, operations often rely on elaborate machine systems. This equipment can perform any number of complex tasks, but also requires constant maintenance, monitoring, and improvements to ensure consistent output. Traditionally, inspections have been done manually, with sizable room for error and oversight. Now, thanks to internet of things (IoT) technology, engineers and factory managers can streamline these processes and continuously optimize machines without the need for rigorous physical inspections. Digital twin software is an advanced form of simulation software, using sensor data from embedded machines to create accurate, real-time simulations of assets. These virtual models allow for intelligent structural assessments and analyses, with actionable insights into machine performance and maintenance needs. Using digital twin technology, manufacturing teams can design true-to-life virtual representations of their most vital assets and, in some cases, complete systems or factory floors. These products may also have use cases outside of manufacturing, such as in health care and utilities. With these interactive visual twin models, users can compare their initial designs with the actual performance of distributed assets. Some products help to create alerts when anomalies are detected by embedded sensors (e.g., unexpected downtime, overheating) or when components are approaching their scheduled maintenance. Users can conveniently pinpoint the problem areas in large, complicated machines on virtual models, and administer predictive maintenance on the actual assets without the guesswork. Throughout the asset lifecycle, teams can utilize digital twin technology for maximum process optimization, while minimizing costs, waste, and disturbances. The digital twin concept is rapidly transforming factory operations across the globe, and the products in the category empower business teams to realize the benefits in their own operations. Key Benefits of Digital Twin Software - Detect equipment issues remotely and proactively - Minimize downtime and costly process failures - Increase production yield and overall supply chain outcomes - Make informed decisions toward design and engineering of machines ### Why Use Digital Twin Software? Digital twin platforms help modernize global manufacturing operations, with unprecedented insights into industrial equipment processes and their many physical components. The digital models made possible with these solutions can help factory workers and supervisors visualize the inner workings of machines and machine parts, with real-time data about asset health, performance, and conditions. In some cases, digital twin technology allows users to simulate events in the manufacturing process (e.g., new connections between machines, updated machine processes and data flows), so they can determine the best course of action before implementing actual changes. Products may offer visual analytics related to these simulations, turning machines and their smallest components into powerful data sources and helping users understand their equipment in ways not previously possible. Predictive analytics—such as those made possible by [predictive analytics software](https://www.g2.com/categories/predictive-analytics)—are a key benefit of digital twin technology. Sudden machine failures can result in substantial losses, as well as delays in production and employee frustrations. The various analytics made possible through these solutions allow users to anticipate the litany of issues that might arise with machine systems and devices, while monitoring overall performance metrics to shape continuous improvements toward processes and designs. Data generated on these products might also assist with predictive waste reduction and predictive quality control of completed products, as well as general optimization of resources. Additionally, if any machine or process issues are identified, users can investigate their root causes by exploring virtual models and the data gathered across embedded sensors. This can help manufacturing teams make lasting improvements wherever possible, rather than simply patching up the symptoms and side effects of serious foundational problems. All in all, digital twin technology can give engineers and factory managers a newfound level of control over their distributed assets, helping to protect these critical investments and ensure consistent, optimal production without the unexpected surprises. ### Who Uses Digital Twin Software? Digital twin technology is primarily used in the manufacturing industry, or those businesses that utilize robust production equipment to convert raw materials into finished products or parts. With that being said, this technology is finding new use cases in a number of other industries with complex distributed assets, where virtual simulations may come in handy for prototyping or predictive asset data. As this technology becomes more prevalent, it may be integrated into the business models for additional industries while further cementing its place in manufacturing operations both big and small. The following are some specific roles or teams that may benefit most directly from digital twin technology in their daily job functions. **Mechatronics engineers —** The rise of smart technology has created a strong demand for industry specialists that can apply these modern principles to the design and deployment of industrial systems. Mechatronics engineering is a fast-growing specialization for developing the types of intelligent manufacturing systems that are compatible with digital twin technology. There are a variety of specific job titles that may be included in the field of mechatronics engineers or that may be tasked with similar responsibilities, such as senior design engineer, equipment engineer, and automation specialist. **Machinists —** Machinists are often assigned to set up, operate, and maintain computer and mechanically operated machines that produce parts used in manufacturing. As industry equipment and devices evolve, so do the expertise and job functions of machinists and machine operators. Digital twin technology is increasingly used by these specialists to help prototype machine designs and processes, as well as maintain these systems, across a wide spectrum of industries. Job titles that may fall under the umbrella of machinists include mechanical technician, industrial engineering technician, and plant operator. These roles are also commonplace in highly technical industries such as aerospace. Machinists in these advanced roles or standard manufacturing operations may leverage digital twin technology to gain high-level visibility into their machines and proactively maintain them using data from embedded sensors. **Production managers —** Production managers and supervisors oversee the daily operations of manufacturing plants, from managing workers to ensuring speedy repairs related to production problems. Digital twin technology can provide these individuals with timely operational data related to critical assets, so they can make informed decisions about equipment maintenance and process flows. The products in this category may become invaluable tools for production managers of operations utilizing smart technology or those planning to integrate this technology across physical assets. Some specific job titles that fall under the umbrella of production managers might include manufacturing process engineer and assembly supervisor. For many factory operations, supervisory teams hold a great deal of responsibility with regard to machine upkeep and optimization. Digital twin platforms can empower these individuals with the most timely and specific insights into smart machinery so they can ensure the operation runs smoothly and produces at the highest possible level. ### Digital Twin Software Features The products in this category offer diverse capabilities related to the design and analysis of virtual twins, and require the implementation of IoT sensors within those physical assets being replicated. A number of digital twin products offer additional capabilities related to smart technology deployments, and digital twin features may be included as part of a larger solution. The following are some common features in this emerging technology space. **Remote asset monitoring —** [IoT device management software](https://www.g2.com/categories/iot-device-management) enables real-time visibility into all connected assets, from their overall status to their performance and battery health. For complex industrial machinery, this data may not be sufficient for the full extent of monitoring and maintenance needs. Digital twins of these assets take remote monitoring a step further, with detailed visualizations of machinery and the many critical components inside of them. Machine operators and floor managers can leverage these products for deep visibility into equipment health, resource usage, and overall equipment effectiveness (OEE). These solutions may also provide logs of abnormalities and incidents related to individual parts or machine systems as a whole, with interactive models for easy reference of the parts in question. **Predictive maintenance and analytics —** Thanks to the real-time feedback from intelligent sensors, product behavior and usage data feeds into digital models of manufacturing equipment, along with the conditions affecting these assets. This allows for remote diagnostics and proactive maintenance decisions before sudden downtime or critical damage occurs. Depending on the product, users may be able to configure custom alerts and analytics for each machine and its corresponding virtual replica. Not only can this help with proactive repairs, but also continuous process and machine optimization to help improve results and reduce the chances of disturbances. **IoT prototyping —** Certain digital twin platforms can offer assistance with computer-aided design (CAD) for prototypes of machines and machine updates involving IoT capabilities. As smart technology comes to the forefront of manufacturing strategies, it can be a precarious process to test and deploy these capabilities without disrupting production or causing issues with equipment. Using digital twin technology, engineers may be able to simulate these developments and validate the functionality of concepts through fully operational virtual prototypes of individual machines and systems of machines. This can help manufacturing teams move forward with confidence in their physical deployments, with an accurate sense of what the outcomes may be. **Event simulations —** Along the lines of IoT prototyping, users of digital twin technology may desire to test-run different events that may occur with manufacturing equipment. A number of solutions include machine learning and/or artificial intelligence technology that informs simulations of these events, based on previous events and related analytics. How would a machine respond when a nearby machine shuts down, or when a component breaks or overheats? Simulations of these events using digital twins can help manufacturing teams prepare for such scenarios, and proactively adjust processes if certain simulations reveal less desirable outcomes. Conversely, if simulations lead to positive results, it may instill confidence in continuing certain processes or making planned changes to equipment and workflows. Virtual simulations can allow for a variety of unique tests and insights without the need for disrupting operations and risking unwanted outcomes. ### Software and Services Related to Digital Twin Software The following solutions may be useful for those manufacturing teams considering digital twin technology in their business, and may offer capabilities similar to those seen in these state-of-the-art solutions or complement these platforms in some way. [**Product and machine design software**](https://www.g2.com/categories/product-and-machine-design) **—** Product and machine design software is a subset of [CAD software](https://www.g2.com/categories/cad) built specificially for modeling of parts, components, and assemblies, such as those seen in manufacturing processes. These 3D models are similar to those created on digital twin platforms. Well before factory machines are integrated into an IoT environment, manufacturers and equipment suppliers may utilize product and machine design tools to create blueprints of these machines, their containing parts, and the products they will eventually help create. These solutions may integrate with digital twin platforms to allow for importing or exporting of asset models. [**Computer-aided manufacturing software**](https://www.g2.com/categories/computer-aided-manufacturing) **—** Computer-aided manufacturing software, or CAM software, helps manufacturing teams program their machines to work as intended on their shop floors. Factory machines may perform any number of repeating processes, such as cutting, milling, or roughing of materials. CAM tools allow users to program these production operations using existing CAD models of the machines in question, then deliver this workflow information to the machines as needed. In some cases, these tools offer machine process monitoring and/or optimization features that may complement the functionality of digital twin technology. [**Manufacturing execution systems**](https://www.g2.com/categories/manufacturing-execution-system) **—** Manufacturing execution system software, or MES software, assists manufacturers with monitoring the production process using real-time data from across shop floor equipment and other data sources. These tools may allow for the creation of production plans and schedules along with the allocation of resources, both human and material. Production managers and supervisors can use these platforms to gain visibility over production output and efficiency, so they can adjust strategies and processes as well as address any issues as they arise. The production data and insights that are generated within these platforms can complement the machine insights offered by digital twin platforms, allowing for the most comprehensive monitoring of manufacturing operations and the many resources involved. [**IoT analytics software**](https://www.g2.com/categories/iot-analytics) **—** Once factory equipment and other assets are enabled with smart technology, it can allow for an unprecedented level of data collection, with observations about work processes, environmental conditions, machine performance, and more. IoT analytics software helps to make sense of this constant flow of data, both structured and unstructured. A primary example of these capabilities is drawing actionable insights from time series data, which can help users predict future outcomes of embedded machinery and their surrounding environments and make informed decisions to optimize conditions and performance. The tools in this category may integrate directly with digital twin platforms to create a seamless flow of data and allow for the most accurate analysis of distributed assets and processes. Certain platforms may offer features of both IoT analytics software and digital twin software.