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IoT Software with AI/Machine Learning (2026)

Last updated: April 2026

IoT Software Key Features

    Based on 384 user opinions, we identified 6 features that are important for any product in IoT Software

  • Real-Time Monitoring

    Active monitoring of systems, applications, or networks

    Average user rating

    4.6

  • Access Controls/Permissions

    Define levels of authorization for access to specific files or systems

    Average user rating

    4.6

  • Data Visualization

    Graphical representation of data

    Average user rating

    4.3

  • Third-Party Integrations

    Set up connections to third-party platforms to improve business processes

    Average user rating

    4.3

  • Connectivity Management

    Critical link between devices, network, and reliable delivery of IoT data.

    Average user rating

    4.5

  • Asset Tracking

    Monitor the usage of assets, such as equipment, tools, software, etc., throughout their lifecycle

    Average user rating

    4.5
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Features

Integrated with

Pricing model

Devices supported

Organization types

User rating

29 software options

Google Cloud logo
Category Leaders

Modular platform for computing, hosting, storage and more

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Google Cloud Platform is a modular-based platform providing multiple build and scale services to businesses of any size within any industry. It offers tools for document storage, data warehousing, security key enforcement, app creation, API management, AI and machine learning, live chat, and more.

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Users also considered
Fracttal One logo
Category Leaders

Cloud-based solution for maintenance management

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🥇 Connect and optimize your assets with Fracttal Sense. IoT sensors for real-time monitoring, alerts, and maximize performance.

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Splunk Enterprise logo

Machine data management and analytics

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Splunk Enterprise is a cloud-based platform designed to assist businesses with big data management and analysis of machine data. Key features include data visualization, performance metrics, data collection, real-time search, indexing, KPI tracking, reporting, and monitoring.

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Wolfram Mathematica logo

Simulation solution for technical computing.

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Wolfram Mathematica is a simulation solution that offers a variety of functions including natural language input, real-world data capabilities, high-powered computation, and more. The platform provides various features such as machine learning, data science, and visualization. Its intuitive interface, predictive suggestions, and rich document organization make it incredibly user-friendly.

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TRACTIAN logo
Category Leaders

Condition monitoring and production tracking tool

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TRACTIAN transforms asset management and maintenance with IoT sensors, gathering vital data on performance, health, and usage. Data-driven decisions enhance asset performance, reduce downtime, and maximize ROI, empowering companies to optimize asset management, boosting operational efficiency.

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SISMETRO logo

CMMS and equipment maintenance software

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The SISMETRO platform stores data on maintenance performed on equipment, machines, and other assets. Eliminating the need for manual spreadsheets, and consolidating all maintenance in one place. The platform also frequently helps to manage inventory and schedule maintenance tasks.

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Users also considered
CARL Source logo

Empowering maintenance with smart CMMS/EAM solutions.

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CARL Source CMMS/EAM revolutionizes maintenance thanks to implementations with IoT devices, for companies in all sectors.
Leverage field data (connected objects, connected machines) for optimal equipment monitoring, data collection and procedure automation.
Get the most out of your equipments.

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Rayven logo

Turn messy, siloed data into automations + operational apps.

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Rayven delivers operational systems for industrial businesses, turning messy data into automation and made-to-fit operational applications.

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Sumo Logic logo

Unified Logs & Metrics for Full App Visibility

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Sumo Logic is a log management and data analytics software that creates information based on data feeds. It assesses server, application and website performances by creating graphs and charts. It creates alerts when data reaches certain levels which in turn notify of potential threats/downtime.

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Manusis4 logo

Maintenance Management Platform

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Manusis4 is a 100% Cloud-based, multi-user, IoT-ready, mobile asset management & maintenance platform, that can increase efficiency and reduce costs, with functionalities like CMMS, EAM, Mobile, Facilities, WCM, Operations, Projects, Fleet, Inventory, Safety, IoT, Digital Twin, and Integrations.

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Lobster Data World logo

Connecting People & Data for a Better Future.

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Lobster is a 360° digital ecosystem that streamlines data integration, orchestration, and connectivity across enterprises.
The Lobster Data Platform, Data Network and a growing portfolio of plug-and-play Lobster Data Products build our Lobster Data World.

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Vantage logo

Web-based database and analytics tool for IoT enhancement

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Teradata Database allows individuals to break down and distribute complex analytics workloads to improve performance. Key features include access control, data dictionary & workload management, programming languages support, data storage & analysis, reporting, fallback protection, and more.

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Users also considered
DATOMS logo

Connecting Machines

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Datoms is an Asset/machine Management Software for OEMs, Rental Companies, and Businesses to monitor, track and manage industrial equipment/machines using internet-connected devices and sensors. Best for construction, agriculture, heavy equipment, and EV sectors.

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Users also considered
Open Bridge logo

AI-based tool for data collection, integration & management

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Open Bridge is an on-premise and cloud-based data management software that provides businesses with tools to extract, collect, and integrate enterprise data on a centralized platform. Supervisors can use the dashboard to schedule operational workflows and configure access permissions.

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Users also considered
Asset Insider logo

Bring 360° Asset Lifecycle Management to your enterprise​

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Asset Insider is an Asset Lifecycle Management businesses use to manage assets from demand to disposal. It integrates predictive maintenance, asset tracking, capital planning, and automation tools to ensure seamless availability and operational efficiency of critical assets and resources.

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Users also considered
The Asset Guardian (TAG) logo

AI-powered EAM - Tackle Downtime Now

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TAG Mobi with mobiMentor AI is the EAM built for Dynamics 365 Business Central. Automate admin, boost wrench time, and reduce downtime with predictive insights, mobile tools, and AI-powered workflows.

Read more about The Asset Guardian (TAG)

Users also considered
resilienceOS logo

Adapts to the way you want to operate.

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resilienceOS: Your unified operating system for security risk, critical event management and operational resilience.

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Users also considered
Trendalyze logo

Visualize, search & monitor for micro-trends in data

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Support MQTT, PubNub, AWS IoT and Azure IoT

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Users also considered
Seebo logo

Predict and prevent losses in production yield and quality.

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Seebo is a pioneer in process-based Industrial AI, with solutions to predict and prevent process inefficiencies that damage production yield and quality.

Customers use Seebo solutions to know exactly when and why these process inefficiencies will happen. And how to prevent them from happening.

Read more about Seebo

Users also considered
Ericsson NetCloud Manager logo

Manage network connectivity and security from anywhere.

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NetCloud SASE allows provisioning of separate IoT networks for added security. Zero Trust Network Access (ZTNA) limits IoT access to designated users, including 3rd parties using unmanaged devices. Centralized access and policy-based grouping streamlines deployment, updating and troubleshooting.

Read more about Ericsson NetCloud Manager

Users also considered
Skysens logo

No code AI platform for industrial IoT monitoring

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Skysens AgPM is a no-code, AI-connected predictive monitoring platform for industrial IoT applications. The system features drag-and-drop visualization with extensive widgets, integrated LoRaWAN network server capabilities, and flexible deployment options including on-premises and private cloud. It offers industrial data management with unified namespace architecture and supports various protocols for seamless integration with existing systems.

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Users also considered
Claroty logo

Cybersecurity solution for protection from online threats

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Claroty is a cybersecurity solution aimed at securing cyber-physical. With visibility, protection, and threat detection capabilities, it offers comprehensive solutions across various cyber-physical systems, including IoT, OT, BMS, IoMT, and more.

Read more about Claroty

Users also considered
OPTIMIZE logo
(0)

Digital Twin and Artificial Intelligence

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OPTIMIZE uses artificial intelligence, predictive analytics, and digital stimulation for optimal product or process functioning.

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Exein logo
(0)

Open-source cybersecurity solution for IoT & SCADA firmware

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Exein is a cloud-based and open-source cybersecurity framework for IoT and SCADA firmware systems, which runs autonomously on any running device and helps businesses identify existing threats or suspicious behavior.

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HighByte Intelligence Hub logo
(0)

Making industrial data useful

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Contextualized data is essential for Industry 4.0. Deploy HighByte Intelligence Hub at the Edge to access, model, transform, and prepare plant floor data for analysis in the Cloud.

Read more about HighByte Intelligence Hub

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