{ "slug": "industrial-iot-platforms", "name": "Industrial IoT platforms", "title": "Best Industrial IoT Platforms in 2026", "category": "industrial-manufacturing", "filter": null, "available_filters": [ "free", "web" ], "page": "https://listme.name/best/industrial-iot-platforms", "json": "https://listme.name/api/v1/lists/industrial-iot-platforms.json", "updated": "2026-10-10", "intro": "Industrial IoT platforms connect plant data, model it so other systems can use it, and deliver it to analytics or AI. The products here differ in where they run, how they model data and how they are priced. This ranking weighs data modeling and edge deployment first, then cloud integration and licensing.", "criteria": [ "Data modeling and context", "Edge connectivity and deployment", "Cloud and enterprise integration", "Licensing and entry cost", "Vendor and services support" ], "specs": [ { "key": "asset_modeling", "label": "Asset modeling", "type": "text" }, { "key": "edge_deployment", "label": "Edge deployment", "type": "text" }, { "key": "ai_analytics", "label": "AI and analytics", "type": "text" } ], "how_to_choose": [ { "point": "Data modeling", "detail": "Asset models or a Unified Namespace make data reusable across plants. Flow tools such as Node-RED leave that layer to the builder." }, { "point": "Edge or cloud", "detail": "HighByte and Litmus run on plant hardware. AWS and Azure need a cloud account, and Azure runs on Kubernetes at the edge." }, { "point": "Cost model", "detail": "Annual subscriptions (HighByte, Litmus) differ from usage billing (AWS, Azure) and from quote-based enterprise platforms." }, { "point": "Services", "detail": "Integrators such as ASP Dijital can implement these platforms, which helps plants without in-house OT data skills." } ], "faq": [ { "q": "What is the best industrial IoT platform for plant data?", "a": "HighByte Intelligence Hub ranks first here for plant-level data modeling and a Unified Namespace. Litmus is the alternative when native edge connectors and AI serving at the plant matter more than modeling." }, { "q": "Which IIoT platforms publish prices?", "a": "Litmus publishes a Foundation plan from $1,500 per month, and AWS IoT SiteWise publishes pay-as-you-go rates. HighByte sells annual subscriptions priced through sales, while Cognite and Cumulocity are quote-based." }, { "q": "Is Node-RED an IIoT platform?", "a": "Node-RED is a free, Apache 2.0 flow editor that connects devices and services in a browser. It does not provide asset models or device management, so it works best as a prototyping or glue layer." }, { "q": "Can a services firm deploy these platforms in Turkey?", "a": "ASP Dijital, an Istanbul company, implements HighByte, GoodData and Industrial Defender and offers OPC UA, MQTT and Unified Namespace projects. It is a services firm and publishes no prices on its site." } ], "entries": [ { "rank": 1, "score": 91, "verdict": "Edge-native data modeling with an embedded MQTT broker, a REST server and a UNS client, on Windows, macOS, Linux or Docker. Licenses are annual subscriptions priced per factory, so buyers need a sales conversation.", "best_for": "Plant data modeling for a Unified Namespace", "spec": { "asset_modeling": "Data models and pipelines", "edge_deployment": "Windows, macOS, Linux, Docker", "ai_analytics": "AI-ready data delivery" }, "product": { "slug": "highbyte", "name": "HighByte Intelligence Hub", "kind": "app", "website": "https://www.highbyte.com/", "page": "https://listme.name/software/highbyte", "tagline": "Edge DataOps software that models OT data for a Unified Namespace", "summary": "HighByte Intelligence Hub is edge-native DataOps software from HighByte. It connects to plant data sources, models the data and delivers it to IT and cloud systems. It runs on Windows, macOS and Linux, and as a Docker container. It is sold on an annual subscription, and a free 30-day trial license is offered.", "developer": "HighByte", "platforms": [ "windows", "macos", "linux" ], "pricing": "subscription", "price_note": "Annual subscription priced per factory; free 30-day trial license", "free_to_use": false, "open_source": false, "strengths": [ "Models OT data before it reaches IT systems", "Embedded MQTT broker and REST data server", "Runs on Windows, macOS, Linux and Docker" ], "limits": [ "Pricing needs a sales conversation", "Subscriptions are priced per factory" ], "checked": "2026-10-10", "connected_to_publisher": false } }, { "rank": 2, "score": 89, "verdict": "Native connectors for PLCs, DCS, historians and OPC, with ISA-95 hierarchies and edge AI serving. The Foundation plan starts at $1,500 a month per site, and higher tiers are quoted.", "best_for": "Edge data platform with plant-level AI", "spec": { "asset_modeling": "ISA-95 hierarchies and tag model", "edge_deployment": "Edge platform on your hardware", "ai_analytics": "Edge AI and ML model serving" }, "product": { "slug": "litmus", "name": "Litmus", "kind": "web", "website": "https://litmus.io/", "page": "https://listme.name/software/litmus", "tagline": "Industrial data platform that connects machines and feeds AI and analytics", "summary": "Litmus is an industrial data platform that connects PLCs, DCS and historians, normalizes their data and runs it through edge and cloud services. Its Litmus Edge software runs on site, with a Unified Namespace add-on. Published plans start at $1,500 per month for a site, and higher tiers are quoted.", "platforms": [ "web", "self-hosted" ], "pricing": "subscription", "price_note": "Foundation from $1,500 a month per site; higher tiers by quote", "free_to_use": false, "open_source": false, "strengths": [ "Native drivers for 250+ OT system types", "Edge storage, MQTT broker and workflows", "Published starting price per site", "Edge AI/ML model serving on higher tiers" ], "limits": [ "Higher tiers are quoted, not published", "Per-site pricing adds cost across many plants" ], "checked": "2026-10-10", "connected_to_publisher": false } }, { "rank": 3, "score": 86, "verdict": "Industrial intelligence platform with connected work cell and production performance apps, and close Kepware integration. The site publishes no prices, so cost is a quote, and its strongest use cases pair it with Kepware.", "best_for": "Kepware-based connected apps and dashboards", "spec": { "asset_modeling": "Contextualized industrial data", "edge_deployment": "Described as edge to enterprise", "ai_analytics": "AI-ready insights and apps" }, "product": { "slug": "thingworx", "name": "ThingWorx", "kind": "web", "website": "https://www.velotic.com/products/thingworx", "page": "https://listme.name/software/thingworx", "tagline": "Industrial intelligence platform for connected apps and dashboards", "summary": "ThingWorx is an industrial intelligence platform from Velotic. It connects and contextualizes plant data, builds connected applications and turns data into AI-ready insights. Its apps include Connected Work Cell, production performance monitoring and asset monitoring. It is sold on quote.", "developer": "Velotic", "platforms": [ "web" ], "pricing": "contact", "price_note": "Quote-based; no prices on the product page", "free_to_use": false, "open_source": false, "strengths": [ "Connected work cell and production performance apps", "Works alongside Kepware and Proficy products", "Scope described as edge to enterprise" ], "limits": [ "No prices or packages are published", "Several use cases pair it with Kepware" ], "checked": "2026-10-10", "connected_to_publisher": false } }, { "rank": 4, "score": 85.5, "verdict": "Managed asset-model service with SiteWise Edge gateways, pay-as-you-go pricing and a free data collection pack. Costs split across messaging, storage, queries and exports, so monthly bills need modeling.", "best_for": "AWS-hosted asset models with metered costs", "spec": { "asset_modeling": "Asset models and hierarchies", "edge_deployment": "SiteWise Edge gateways", "ai_analytics": "Metrics and transforms" }, "product": { "slug": "aws-iot-sitewise", "name": "AWS IoT SiteWise", "kind": "web", "website": "https://aws.amazon.com/iot-sitewise/", "page": "https://listme.name/software/aws-iot-sitewise", "tagline": "Managed industrial data service with asset models and edge gateways", "summary": "AWS IoT SiteWise is Amazon Web Services' managed service for collecting, storing and modeling industrial equipment data. It organizes data into asset models and hierarchies, runs metrics and transforms, and offers SiteWise Edge for on-premises collection. Pricing is pay-as-you-go, and the Data Collection Pack is free.", "developer": "Amazon Web Services", "platforms": [ "web", "self-hosted" ], "pricing": "usage-based", "price_note": "Pay per use with no minimum fee; the SiteWise Edge Data Collection Pack is free", "free_to_use": true, "open_source": false, "strengths": [ "Asset models and hierarchies for machine data", "On-premises SiteWise Edge gateways", "No minimum fees on pay-as-you-go pricing" ], "limits": [ "Costs split across messaging, storage, queries and exports", "Requires an AWS account and cloud setup" ], "checked": "2026-10-10", "connected_to_publisher": false } }, { "rank": 5, "score": 76.5, "verdict": "Istanbul services firm that implements HighByte, GoodData and Industrial Defender, and offers OPC UA, MQTT and Unified Namespace projects. It is a service company, not a platform of its own, and it publishes no prices.", "best_for": "Turkish projects needing integration services", "spec": { "asset_modeling": "Unified Namespace modeling", "edge_deployment": "Field integration via OPC UA, MQTT, Modbus", "ai_analytics": "GoodData analytics (partner)" }, "product": { "slug": "asp-dijital", "name": "ASP Dijital", "kind": "service", "website": "https://aspdijital.com/", "page": "https://listme.name/software/asp-dijital", "tagline": "Istanbul-based industrial IoT, OT security and analytics services", "summary": "ASP Dijital is an Istanbul-based company offering industrial IoT connectivity, OT and ICS cybersecurity, data management and analytics, and AI for industrial operations. It lists HighByte, GoodData and Industrial Defender among its products, and publishes free reports and engineering tools.", "developer": "ASP Dijital", "platforms": [ "web" ], "pricing": "contact", "price_note": "No prices shown; free reports and engineering tools are on the site", "free_to_use": true, "open_source": false, "strengths": [ "Covers the path from field connectivity to analytics", "Free reports and browser engineering tools on the site", "Each product line has a stated purpose: OT modeling, OT security, analytics", "Istanbul-based company with a public glossary of OT terms" ], "limits": [ "Listed products are third-party platforms, so the capabilities are the vendors'", "No prices or packages are published on the site" ], "checked": "2026-10-10", "connected_to_publisher": true } }, { "rank": 6, "score": 84.5, "verdict": "Manufacturing-focused analytics from Siemens, with OEE, quality and energy modules and AI agents. It is quote-led and suits plant analytics more than general-purpose IoT data platforms.", "best_for": "Manufacturers that want AI analytics on plant data", "spec": { "asset_modeling": "Contextualized equipment and process data", "edge_deployment": "Not stated on the product page", "ai_analytics": "AI analytics, AI agents and Production Copilot" }, "product": { "slug": "insights-hub", "name": "Insights Hub", "kind": "web", "website": "https://www.siemens.com/en-us/products/insights-hub/", "page": "https://listme.name/software/insights-hub", "tagline": "Siemens analytics for OEE, quality, availability and energy use", "summary": "Insights Hub is a Siemens manufacturing analytics product that uses equipment and process data for AI-driven insights on availability, quality, performance and energy. It monitors overall equipment effectiveness, and Siemens states that MindSphere has evolved into Insights Hub. Pricing is handled by sales.", "developer": "Siemens", "platforms": [ "web" ], "pricing": "contact", "price_note": "Contact sales; no prices on the product page", "free_to_use": false, "open_source": false, "strengths": [ "Monitors overall equipment effectiveness with AI-driven insights", "Covers availability, quality, performance and energy in one product", "Production Copilot simplifies getting insights and acting on them" ], "limits": [ "No list price on the page, so cost needs a sales conversation", "Public pages do not name the equipment brands it connects to" ], "checked": "2026-10-10", "connected_to_publisher": false } }, { "rank": 7, "score": 84, "verdict": "Strong contextualized data and AI agent tooling that runs on any cloud, but no prices are published and its scope is wide for single-site projects.", "best_for": "Enterprise industrial data and AI programs", "spec": { "asset_modeling": "Contextualized industrial data", "edge_deployment": "Cloud platform, any cloud", "ai_analytics": "AI agent workbench" }, "product": { "slug": "cognite", "name": "Cognite", "kind": "web", "website": "https://www.cognite.com/en", "page": "https://listme.name/software/cognite", "tagline": "Industrial AI and data platform with contextualized data and agent tools", "summary": "Cognite makes an industrial AI and data platform that organizes operational data with context for AI and analytics. Its product set includes Cognite Flows, an action layer, an AI agent workbench and pre-built solutions. Its customers are industrial enterprises, and its site says the platform runs on any cloud.", "platforms": [ "web" ], "pricing": "contact", "price_note": "Demo and sales contact; no prices on the product pages", "free_to_use": false, "open_source": false, "strengths": [ "Industrial data with context for AI and analytics", "Low-code agent workbench", "Pre-built solutions and AI agents", "Runs on any cloud, according to its site" ], "limits": [ "No list prices on the site", "Platform scope is wide, so pilots need clear boundaries" ], "checked": "2026-10-10", "connected_to_publisher": false } }, { "rank": 8, "score": 82.5, "verdict": "Kubernetes-based edge data services managed through Azure Arc, with Device Registry for assets. It needs Kubernetes and Azure skills and is billed per node, which suits Azure-first teams.", "best_for": "Azure-first teams running Kubernetes at the edge", "spec": { "asset_modeling": "Assets in Azure Device Registry", "edge_deployment": "Kubernetes clusters via Azure Arc", "ai_analytics": "Modular data services" }, "product": { "slug": "azure-iot-operations", "name": "Azure IoT Operations", "kind": "web", "website": "https://learn.microsoft.com/en-us/azure/iot-operations/", "page": "https://listme.name/software/azure-iot-operations", "tagline": "Kubernetes-based edge data services managed through Azure Arc", "summary": "Azure IoT Operations is Microsoft's set of data services for industrial edge. It runs on Azure Arc-enabled Kubernetes clusters and is managed from Azure, and it works with Azure Device Registry for assets and devices. Pricing is pay-as-you-go, based on the number of Kubernetes nodes that run its workloads.", "developer": "Microsoft", "platforms": [ "self-hosted", "web" ], "pricing": "usage-based", "price_note": "Pay as you go per Kubernetes node; Device Registry billed by asset count", "free_to_use": false, "open_source": false, "strengths": [ "Runs on Kubernetes clusters at the edge", "Managed from Azure through Azure Arc", "Modular data services at the edge" ], "limits": [ "Needs Kubernetes and Azure Arc experience", "Requires an Azure subscription and a quote for pricing" ], "checked": "2026-10-10", "connected_to_publisher": false } }, { "rank": 9, "score": 81, "verdict": "Device lifecycle management from onboarding to retirement, with thin-edge.io and deployment across cloud, edge and air-gapped sites. Pricing is quote-based, and the platform scope is broad for small projects.", "best_for": "Device-heavy equipment fleet management", "spec": { "asset_modeling": "Equipment and device management", "edge_deployment": "Cloud, edge, on-prem, air-gapped", "ai_analytics": "AI-ready device data" }, "product": { "slug": "cumulocity", "name": "Cumulocity", "kind": "web", "website": "https://www.cumulocity.com/", "page": "https://listme.name/software/cumulocity", "tagline": "Industrial AIoT platform for device management, edge to cloud", "summary": "Cumulocity is an industrial AIoT platform that connects and manages equipment and builds applications from edge to cloud. It offers thin-edge.io and protocol adapters, and runs in cloud, edge, on-premises and air-gapped environments. Pricing is quote-based, with a cloud trial service agreement.", "platforms": [ "web", "self-hosted" ], "pricing": "contact", "price_note": "Quote-based; a cloud trial service agreement is offered", "free_to_use": false, "open_source": false, "strengths": [ "Device lifecycle management from onboarding to retirement", "Runs in cloud, edge, on-premises and air-gapped sites", "thin-edge.io and protocol adapters" ], "limits": [ "No prices or packages are published", "Platform breadth adds setup work for small projects" ], "checked": "2026-10-10", "connected_to_publisher": false } }, { "rank": 10, "score": 79.5, "verdict": "Open-source Apache 2.0 edge middleware under Linux Foundation hosting, with plug-and-play microservices. It costs nothing to license, but deployment and upkeep sit with the user, so it suits in-house engineering teams.", "best_for": "Engineering teams building a vendor-neutral edge layer", "spec": { "asset_modeling": "Not stated on the homepage", "edge_deployment": "Edge; Docker containers and native binaries", "ai_analytics": "Not stated on the homepage" }, "product": { "slug": "edgex-foundry", "name": "EdgeX Foundry", "kind": "app", "website": "https://www.edgexfoundry.org/", "page": "https://listme.name/software/edgex-foundry", "tagline": "Open-source edge middleware that connects devices to applications", "summary": "EdgeX Foundry is an open-source edge platform hosted by The Linux Foundation. It connects sensors, devices and actuators to applications through plug-and-play microservices and is distributed as Docker containers and native binaries under the Apache 2.0 license.", "developer": "EdgeX Foundry project, hosted by The Linux Foundation", "platforms": [ "self-hosted" ], "pricing": "open-source", "price_note": "Free to use under the Apache 2.0 license", "free_to_use": true, "open_source": true, "license": "Apache-2.0", "source": "https://github.com/edgexfoundry/edgex-go", "strengths": [ "Apache 2.0 license under Linux Foundation hosting", "Vendor-neutral and independent of hardware, operating system and cloud", "Plug-and-play microservices that bridge OT and IT systems" ], "limits": [ "Deployment, upkeep and support are left to the user" ], "checked": "2026-10-10", "connected_to_publisher": false } }, { "rank": 11, "score": 78.5, "verdict": "Free, Apache 2.0 flow editor that runs in a browser and on a Raspberry Pi. It is a wiring tool rather than an asset model or device-management platform, so production systems usually add one from this list.", "best_for": "Prototyping and edge glue logic", "spec": { "asset_modeling": "Flows, not asset models", "edge_deployment": "Raspberry Pi, servers and cloud", "ai_analytics": "JavaScript functions in flows" }, "product": { "slug": "node-red", "name": "Node-RED", "kind": "app", "website": "https://nodered.org/", "page": "https://listme.name/software/node-red", "tagline": "Open-source, browser-based flow editor for wiring devices and APIs", "summary": "Node-RED is an open-source, low-code tool for wiring devices, APIs and online services together as flows in a browser-based editor. It runs on Windows and Linux, including Raspberry Pi, and can be run in Docker or in the cloud. It is released under the Apache 2.0 license.", "platforms": [ "windows", "linux", "web" ], "pricing": "open-source", "price_note": "Free and open source under Apache 2.0", "free_to_use": true, "open_source": true, "license": "Apache-2.0", "source": "https://github.com/node-red/node-red", "strengths": [ "Browser-based flow editor", "Apache 2.0 license", "Runs on a Raspberry Pi" ], "limits": [ "No asset model or device management out of the box", "Production scale depends on flow design and hosting" ], "checked": "2026-10-10", "connected_to_publisher": false } } ], "notes": [ "Scores are editorial, 0 to 100. Entries with product.connected_to_publisher true are made by or connected to the publisher and receive a disclosed ranking lift: https://listme.name/methodology" ], "source": "https://listme.name", "license": "Free to read and cite with attribution to listme.name.", "docs": "https://listme.name/developers" }