Best Engineering Software for Cloud
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Compare the Top Engineering Software for Cloud as of October 2025
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What is Engineering Software for Cloud?
Engineering software is software used by engineers to design, analyze and manufacture various products. It includes a wide range of applications such as CAD/CAE software, analysis tools, optimization tools, and programming tools. Engineering software can be used for a variety of tasks such as designing mechanical parts, analyzing structural stability, simulating system performance, and optimizing product designs. These applications enable engineers to optimize their designs for cost reduction and increased efficiency. Compare and read user reviews of the best Engineering software for Cloud currently available using the table below. This list is updated regularly.
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1
Interfacing Enterprise Process Center (EPC)
Interfacing Technologies
Interfacing’s Digital Twin Organization software provides transparency and Governance to improve Quality, Efficiency, and ensure Regulatory Compliance. Map, analyze, and automate processes, manage regulatory compliance, assess risks within a single platform! Interfacing’s digital twin solution (Enterprise Process Center - EPC) is an enterprise management system that helps companies digitalize processes to streamline operations, increase productivity, and continuously improve. Interfacing’s digital business platform – Rapid Application Development (RAD) Tools, with its Low-Code Development methodology will optimize usage of your technical resources and maximize transparency for ongoing improvement. Discover how our Low-Code Rapid Application Development module provides all the tools to create and deploy Custom, Scalable, Secure, and Mobile ready Applications in Days vs. Months!Starting Price: $10/month/user -
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dataPARC Historian
dataPARC
Get better performance from your time-series data with the dataPARC Historian, an enterprise-grade solution designed to elevate industrial data operations to new heights. The dataPARC Historian simplifies complex data sharing, ensuring seamless collaboration across departments with enhanced security and performance. Its compatibility with external AI, ML, and cloud applications via an open architecture increases adaptability and strategic insights. Experience rapid data access, enriched manufacturing intelligence, and a platform that grows with your business needs. dataPARC historian is the smart choice for enterprises aiming for the forefront of operational excellence. The dataPARC historian is more than a data historian; it's a gateway to unlocking greater flexibility and efficiency in leveraging your time-series data. It's crafted for those who demand reliability, speed, and intuitive use, making every data interaction impactful. -
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Lucidchart
Lucid Software
Lucidchart is an advanced diagramming tool designed to help businesses and teams optimize their processes, systems, and workflows with intelligent, data-driven diagrams. The platform combines powerful AI features, such as AI-generated diagrams, data linking, and real-time collaboration, to make visualizing complex systems and architectures faster and more efficient. Lucidchart supports multiple use cases, including process maps, flowcharts, technical diagrams, organizational charts, and systems planning. Its seamless integrations with popular apps like Jira, Confluence, Slack, and Teams allow for enhanced collaboration, enabling teams to align on priorities and act on insights quickly. Lucidchart is the perfect tool for anyone looking to create professional diagrams in less time, while fostering better decision-making and innovation.Starting Price: $7.95/month/user -
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MATLAB
The MathWorks
MATLAB® combines a desktop environment tuned for iterative analysis and design processes with a programming language that expresses matrix and array mathematics directly. It includes the Live Editor for creating scripts that combine code, output, and formatted text in an executable notebook. MATLAB toolboxes are professionally developed, rigorously tested, and fully documented. MATLAB apps let you see how different algorithms work with your data. Iterate until you’ve got the results you want, then automatically generate a MATLAB program to reproduce or automate your work. Scale your analyses to run on clusters, GPUs, and clouds with only minor code changes. There’s no need to rewrite your code or learn big data programming and out-of-memory techniques. Automatically convert MATLAB algorithms to C/C++, HDL, and CUDA code to run on your embedded processor or FPGA/ASIC. MATLAB works with Simulink to support Model-Based Design. -
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Wolfram Mathematica
Wolfram
The world's definitive system for modern technical computing. For three decades, Mathematica has defined the state of the art in technical computing—and provided the principal computation environment for millions of innovators, educators, students, and others around the world. Widely admired for both its technical prowess and elegant ease of use, Mathematica provides a single integrated, continually expanding system that covers the breadth and depth of technical computing—and is seamlessly available in the cloud through any web browser, as well as natively on all modern desktop systems. With energetic development and consistent vision for three decades, Mathematica stands alone in a huge range of dimensions, unique in its support for today's technical computing environments and workflows.Starting Price: $1,520 per year -
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IBM Rhapsody
IBM
IBM® Engineering Systems Design Rhapsody® (Rational Rhapsody) and its family of products offers a proven solution for modeling and systems design activities that allows you to manage the complexity many organizations face with product and systems development. Rhapsody is part of the IBM Engineering portfolio that provides a collaborative design development, and test environment for systems engineers that supports UML, SysML, UAF and AUTOSAR. The solution also allows for control of defense frameworks (DoDAF, MODAF and UPDM) and helps accelerate industry standards such as DO-178, DO-178B/C and ISO 26262. Get continuous validation through rapid simulation, prototyping and execution to address errors earlier when they are less costly to fix. Use automatic consistency checking to enhance agility and improve reuse with collaboration to reduce both recurring and non-recurring costs. -
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Lumada IIoT
Hitachi
Embed sensors for IoT use cases and enrich sensor data with control system and environment data. Integrate this in real time with enterprise data and deploy predictive algorithms to discover new insights and harvest your data for meaningful use. Use analytics to predict maintenance problems, understand asset utilization, reduce defects and optimize processes. Harness the power of connected devices to deliver remote monitoring and diagnostics services. Employ IoT Analytics to predict safety hazards and comply with regulations to reduce worksite accidents. Lumada Data Integration: Rapidly build and deploy data pipelines at scale. Integrate data from lakes, warehouses and devices, and orchestrate data flows across all environments. By building ecosystems with customers and business partners in various business areas, we can accelerate digital innovation to create new value for a new society. -
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Simcad Pro
CreateASoft, Inc.
Simcad Pro lets you visualize, analyze and optimize process flow systems in an interactive 2D/3D simulation modeling environment. Plan, optimize, and re-arrange processes and procedures while optimizing layouts, facility improvement, automation and scheduling. Simcad Pro integrates live and historical data to provide the most effective simulation tool on the market. Applications in multiple industries including manufacturing, automation, logistics, distribution warehouse, food and beverage, services, and more. Multi-Threaded - 64 bit Engine. On-the-fly simulation - Make real-time changes to the model while the simulation is running. Animate the model in 2D, 3D and VR with Ray Tracing, light effect, and shadows. Singular model building environment. Smart, Spatially Aware Agents, Sub-Flows, Collision Avoidance and Real-Time Connectivity. Spaghetti Diagrams, Congestion Analysis, Heat Maps, Efficiency and OEE. Extensive reporting and analysis tools. Scenario Analyzer.Starting Price: $4950.00/one-time/user -
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GeoSpin
GeoSpin
Get quick and clear answers to your questions about locations. You don’t need any IT or data knowledge, just an Internet connection. A web interface gives you access to Germany-wide forecasts, analyses, and numerous data sources. LIA provides you with a user-friendly menu to select the relevant information for your questions. The answers to your questions are intuitively displayed on an interactive map, allowing you to examine the analyses in even more depth. LIA enables you to make the right decisions in your industry. Analyze and evaluate at the click of a button, and gain a locational and competitive advantage. Whether it is complex AI forecasting, influence factor determination, digital twins, or viewing and filtering millions of data points: LIA makes location intelligence simple, fast, and intuitive for you. With the intelligent geo-data analyses from LIA, you save resources, expand your action competence, and gain advanced knowledge and a competitive edge in the market.Starting Price: €75 per month -
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SKY ENGINE
SKY ENGINE AI
SKY ENGINE AI is a simulation and deep learning platform that generates fully annotated, synthetic data and trains AI computer vision algorithms at scale. The platform is architected to procedurally generate highly balanced imagery data of photorealistic environments and objects and provides advanced domain adaptation algorithms. SKY ENGINE AI platform is a tool for developers: Data Scientists, ML/Software Engineers creating computer vision projects in any industry. SKY ENGINE AI is a Deep Learning environment for AI training in Virtual Reality with Sensors Physics Simulation & Fusion for any Computer Vision applications. SKY ENGINE AI Synthetic Data Generation makes Data Scientist life easier providing perfectly balanced datasets for any Computer Vision applications like object detection & recognition, 3D positioning, pose estimation and other sophisticated cases including analysis of multi-sensor data i.e., Radars, Lidars, Satellite, X-rays, and more. -
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JADBio AutoML
JADBio
JADBio is a state-of-the-art automated Machine Learning Platform without the need for coding. With its breakthrough algorithms it can solve open problems in machine learning. Anybody can use it and perform a sophisticated and correct machine learning analysis even if they do not know any math, statistics, or coding. It is purpose-built for life science data and particularly molecular data. This means that it can deal with the idiosyncrasies of molecular data such as very low sample size and very high number of measured quantities that could reach to millions. Life scientists need it to understand what are the features and biomarkers that are predictive and important, what is their role, and get intuition about the molecular mechanisms involved. Knowledge discovery is often more important than a predictive model. So, JADBio focuses on feature selection and its interpretation.Starting Price: Free -
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LabKey
LabKey
Unlock the power of your data with the LabKey platform and accelerate life-changing discovery. We believe that your time is best spent devoted to your research rather than battling information bottlenecks. Our team puts their years of experience to work to provide intuitive and reliable solutions for managing your research. Your data holds the key to life changing scientific insights. LabKey’s biology-aware research data management platform helps teams centralize and organize their complex data to better support discovery. Your mission to understand, treat, and ultimately cure disease is critical. Helping you be successful in your mission is what drives us to deliver exceptional software solutions and support. Easily integrate, organize and share Skyline targeted mass spectrometry documents in a centralized repository. Consistently monitor the performance of instruments to ensure accurate results. -
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Zolnoi
Zolnoi
Accessible Industry 4.0 solution for yout manufacturing company. We enable manufacturers to improve efficiency and reliability of production assets using IoT for data acquisition, proprietary AI for predictive analytics, and end-to-end platform for actionable insights. Integrate data from multiple sources. Optimize maintenance with predictive AI. Improve machine life and efficiency. Our data-driven approach leads to continuous improvement through. Condition monitoring IoT sensors and gateways, cloud-based data integration platform, AI-powered predictive analytics algorithms, and prescriptive analytics and actionable insights. Achieve tangible benefits through our software, estimated based on customer interactions and technology R&D. -
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JP Interactive Viewer
JP Global Digital
Brings substantial value to your Point Cloud, BIM models, and other 3D datasets by centralizing your projects in an easy-to-use, digital platform. JPIV allows you to share, visualize, manage, analyze, and generate insights from your 3D datasets by being your hub for point clouds, 3D meshes, BIM models, 360 images, project, and asset information. JPIV cloud-based capabilities allow everyone to quickly convert massive 3D datasets into actionable insights while improving collaboration between teams. Visualize, manage, and share your project with your stakeholders in a single platform. Leverage collaborative features, like the annotation tool, to improve communication flow among stakeholders. Perform visual inspections anytime, anywhere, with just an internet connection and a web browser. Overlay and visualize new components with BIM models, Point Cloud, and 360 images. Host all relevant project information and 3D data in the same platform, resulting in a single source of truth. -
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Peakboard
Peakboard
With its low-code platform for creating industrial applications, Peakboard GmbH assists production and logistics companies in monitoring their internal processes and managing their own systems interactively. The solution can gather process data from all common data sources, including SAP, machine controls, material flow controls, and Excel. It can then evaluate and display this data on screens in real-time. This approach enables easy identification of sources of errors, thereby increasing productivity. Customers have the autonomy to decide which key figures they would like to be displayed on the dashboard. Furthermore, information can be relayed to over 90 connected IT interfaces using touchscreens. This establishes an intuitive user interface that employees in production and the warehouse can utilize to interact with the complex IT landscape. As a result, controlling production machinery becomes as simple as using a smartphone.Starting Price: 708 € (annually/license) -
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Urbiverse
Urbiverse
Urbiverse helps you make smarter strategic decisions about urban mobility and logistics with AI‑driven simulations, synthetic data solutions, real‑time what‑if analysis, and optimized fleet sizing and infrastructure planning. It enables operators to forecast demand based on historical data, events, seasonal trends and real‑time analytics; simulate scenarios to determine the impact of new ride‑sharing, bike‑sharing, cargo‑bike or fleet‑size programs on traffic, user satisfaction, environmental goals, profitability and costs; evaluate financial implications under various tender conditions; optimize fleet distribution, operations management and micromobility parking; and combine real‑time and historical data to allocate resources efficiently across different vehicle types, empowering mobility operators and planners to move from guesswork to data‑driven decisions. Urbiverse processes millions of trips, supports infrastructure planning, and empowers urban fleet planners to test scenarios. -
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Altair Compose
Altair Engineering
Analyzing data, developing algorithms, or creating models - Altair Compose is designed to bring your ideas forward. Altair Compose is an environment for doing math calculations, manipulating, and visualizing data, programming, and debugging scripts useful for repeated computations and process automation. Altair Compose allows users to perform a wide variety of math operations including linear algebra and matrix manipulations, statistics, differential equations, signal processing, control systems, polynomial fitting, and optimization. The broad set of native CAE and test result readers accelerates system understanding and works with Altair Activate® to support model-based development, for multi-domain and system of systems simulations. Altair Embed® completes the model-based design portfolio with automated code generation, allowing for the testing and verification of embedded systems. -
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Digital Twin Streaming Service
ScaleOut Software
ScaleOut Digital Twin Streaming Service™ Easily build and deploy real-time digital twins for streaming analytics Connect to many data sources with Azure & AWS IoT hubs, Kafka, and more Maximize situational awareness with live, aggregate analytics. Introducing a breakthrough cloud service that simultaneously tracks telemetry from millions of data sources with “real-time” digital twins — enabling immediate, deep introspection with state-tracking and highly targeted, real-time feedback for thousands of devices. A powerful UI simplifies deployment and displays aggregate analytics in real time to maximize situational awareness. Ideal for a wide range of applications, including the Internet of Things (IoT), real-time intelligent monitoring, logistics, and financial services. Simplified pricing makes getting started fast and easy. Combined with the ScaleOut Digital Twin Builder software toolkit, the ScaleOut Digital Twin Streaming Service enables the next generation in stream processing. -
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Elucidata Polly
Elucidata
Harness the power of biomedical data with Polly. The Polly Platform helps to scale batch jobs, workflows, coding environments and visualization applications. Polly allows resource pooling and provides optimal resource allocation based on your usage requirements and makes use of spot instances whenever possible. All this leads to optimization, efficiency, faster response time and lower costs for the resources. Get access to a dashboard to monitor resource usage and cost real time and minimize overhead of resource management by your IT team. Version control is integral to Polly’s infrastructure. Polly ensures version control for your workflows and analyses through a combination of dockers and interactive notebooks. We have built a mechanism that allows the data, code and the environment co-exist. This coupled with data storage on the cloud and the ability to share projects ensures reproducibility of every analysis you perform. -
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Learn how CloudWorx for Intergraph Smart 3D connects to the point cloud and enables users to make the hybrid between the existing plant and newly modeled parts. Intergraph Smart® Laser Data Engineer provides state-of-the-art point cloud rendering performance in CloudWorx for Intergraph Smart 3D users via the JetStream point cloud engine. With its instant loading and persistent full rendering of the point cloud during user actions – regardless of the size of the dataset – Smart Laser Data Engineer delivers ultimate fidelity to the user. JetStream’s centralized data storage and administrative architecture – while serving the high-performance point cloud to users – also provides an easy-to-use project environment, making data distribution, user access control, backups and other IT functions easy and effective, saving time and money.
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witboost
Agile Lab
witboost is a modular, scalable, fast, efficient data management system for your company to truly become data driven, reduce time-to-market, it expenditures and overheads. witboost comprises a series of modules. These are building blocks that can work as standalone solutions to address and solve a single need or problem, or they can be combined to create the perfect data management ecosystem for your company. Each module improves a specific data engineering function and they can be combined to create the perfect solution to answer your specific needs, guaranteeing a blazingly fact and smooth implementation, thus dramatically reducing time-to-market, time-to-value and consequently the TCO of your data engineering infrastructure. Smart Cities need digital twins to predict needs and avoid unforeseen problems, gathering data from thousands of sources and managing ever more complex telematics. -
22
Citrine
Citrine Informatics
The platform is a combination of cutting-edge AI tools and smart data management infrastructure, made easy to use via intuitive user interfaces and kept safe with industry standard security protocols, deployed securely through the cloud. The Citrine Platform can ingest, structure, and store the full context of materials and chemicals development data from procurement through to processing and characterization. Avoid redundant experiments and quickly find relevant data sets. The Citrine Platform has AI capabilities to help your teams find high performing materials faster. AI models predict materials performance given processing, composition, and synthesis data. These models suggest which experiments to run next to hit your targets. The Citrine Platform keeps your data, domain knowledge, and models safe through rigorous safeguards. We maintain ISO27001 certification and documentation. -
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Materials Zone
Materials Zone
From materials data to better products, faster! Accelerates R&D, scale-up, and optimizes manufacturing QC and supply chain decisions. Discover new materials, use ML guidance to forecast outcomes, and achieve faster and improved results. Build a model on your way to production. Test the model's limits behind your products to design cost-efficient and robust production lines. Use models to predict future failures based on supplied materials informatics and production line parameters. The Materials Zone platform aggregates data from independent entities, materials providers, factories, or manufacturing facilities, communicating between them through a secured platform. By using machine learning (ML) algorithms on your experimental data, you can discover new materials with desired properties, generate ‘recipes’ for materials synthesis, build tools to analyze unique measurements automatically, and retrieve insights. -
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Canary Historian
Canary
The beauty of the Canary Historian is that the same solution works as well on site as it does for the entire enterprise. You can log data locally, while sending it to your enterprise historian simultaneously. Best of all, as you grow, so does the solution. A single Canary Historian can log more than two million tags, and multiple Canary Historians can be clustered to handle tens of millions of tags. Enterprise historian solutions can be hosted in your own data centers or in AWS and Azure. And, unlike other enterprise historian solutions, Canary Historians don't require specialized teams of ten and more to maintain them. The Canary Historian is a NoSQL time series database that uses loss-less compression algorithms to provide you the best of both worlds, high-speed performance without requiring data interpolation!Starting Price: $9,970 one-time payment -
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IDBS Polar
IDBS
Meet IDBS Polar, the world’s first BioPharma Lifecycle Management (BPLM) platform, eliminating repetitive manual tasks, allowing you to efficiently execute your processes while curating the data you need to accelerate time to market by tackling the biggest challenges in process design, optimization, scale-up, and technology transfer. Interactive data analytics applications, such as bioreactor comparison designed specifically for biopharma development scientists. IDBS Polar is a platform that securely manages drug progression in contexts of workflow, integration, and insight. Workflows designed to simplify the BioPharma Lifecycle with process-aware planning, design, and execution of end-to-end bioprocess and analytical unit operations. Integrations that bring meaning to your data. Rapid integration into your development ecosystem, enabling automation and curating a process-centric data backbone. -
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Secure
Retransform
Secure is an innovative platform designed to meet the emerging facility management requirements offering landlords and property managers real-time data to enable efficient decision making. With a key focus on Data Analytics, Digital Twin and ESG, Secure captures, collates and manages extensive and diverse information and delivers it in an easy-to-use format. Secure reports on your data aggregated from disparate building systems, providing insights into usage such as energy consumption, occupancy and sanitization. A 3D replica of your building, the Secure digital twin creates real-time remote visibility, providing facility managers complete visibility on operations and maintenance. It drives efficiencies and elevates operational performance. Secure makes it easier to manage your journey to net-zero carbon emissions, using smart technology to manage your energy consumption, providing a holistic view of all your properties from the platform. -
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Skywise
Airbus
Skywise is an aircraft option fuelled by Airbus expertise and Palantir Technologies, in class data analytics provider. By combining in-flight, engineering, and operational data in an analytics-rich environment, Skywise provides airlines with an industry data platform to address aircraft operations challenges. How the Skywise platform allows operators worldwide to take advantage of a better aircraft experience based on data insights and make sustainable decisions on their operations. Combined with the latest technologies of the Airbus Skywise Core Platform, S.FP+ is a new step in the digitalization of tech ops towards becoming a data-driven organization. It is an integrated solution aimed at improving technical operations team collaboration, aircraft dispatch, unscheduled event anticipation, and fleet reliability. Based on extended aircraft sensor data generated in-flight and integrated with maintenance information data. -
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ExoMatter
ExoMatter
The ExoMatter Platform for Materials R&D offers easily searchable, AI-enriched data for scientific materials screening. Searching simultaneously by chemical, physical, mechanical, sustainability and cost properties, ExoMatter identifies the most viable candidates for any product, and empowers scientists to run custom simulations with them. Designed by material scientists for material scientists, ExoMatter enables the focus on innovative, cost-effective inorganic material candidates for any product, allows efficiency in the lab and prepares the ground for a sustainable world. Founded in 2022 as a spin-off from the German Aerospace Center, ExoMatter has worked with leading companies like Bosch Siemens Hausgeräte (BSH), Infineon, and Airbus. -
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Datonis
Altizon Systems
A next-generation digital manufacturing platform powered by the Internet of Things. Datonis has out-of-the box apps for monitoring, measuring, analyzing and predicting outcomes using the power of AI. A platform-based approach to seamlessly connect IT/OT systems and monetize know-how as new applications and offerings. Interplant process benchmarking, predictive quality models, real-time quality audit compliance. Process compliance alerts, Cpk trends, quality rejection & scrap monitoring, process correlations with defects. Checklist schedule violation alerts, trend analysis of checklist data, flexible framework to define different types of checklists. Get checklist notifications, record observations on tablets, refer to photos and videos before making a decision on checklist items. Interactive app for operators to engage with the platform and monitor progress in real-time. Operator workbench to provide inputs, raise alarms, call for support, and refer to the engineering documentation. -
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Cumulocity IoT
Software AG
Cumulocity IoT is the #1 low-code, self-service IoT platform—the only one that comes pre-integrated with the tools you need for fast results: device connectivity and management, application enablement and integration, as well as streaming and predictive analytics. Free your business from proprietary technology stacks. Because you’ll be using the only completely open IoT platform, you can connect any “thing” today and tomorrow. Bring your own hardware and tools, and pick the components that best fit. Get up and running on the IoT in minutes. Connect a device and view its data. Create a real-time interactive dashboard. Define rules to monitor and act on events. Do all of this without calling on IT or writing any code! Easily integrate new IoT data with the core enterprise systems, applications and processes that have run your business for years—again, without coding—for a fluid flow of data. You’ll have more context to make better decisions.